Time-Series Works and Conferences

Backlog (To do): AAAI2023, WWW2023, KDD2023, ICML2023......

Visit our GitHub Page for a better view.

or AI ML Summary Github

Click here to jump to the Conferences page with more conference information.

Some other nice time-series repositories:

xiyuanzh/time-series-papers

qingsongedu/awesome-AI-for-time-series-papers

xuehaouwa/Awesome-Trajectory-Prediction

My Time-series Repo-Star List

I have a strong interest in time-series research. Welcome to contact me for discussions and collaborative efforts.
I am currently pursuing a doctoral degree under the supervision of Prof. Flora Salim and Hao Xue. I got the master degree under the supervision of Prof. Xuan Song, Quanjun Chen and Renhe Jiang.

The task section has been completed and we will continue to update the methodology section. If you encounter any missing resources (papers/code) or errors, please don't hesitate to open an issue or make a pull request. Additionally, if you're interested in collaborating on this work, please feel free to contact me.

All papers are organized by task and methodology, including those not included in this GitHub repository, and are available for everyone to use on OneDrive and Google Drive (VPN required). The methodology section is still in progress.

OneDrive

Google Drive

To reduce repetition, some data are in abbreviated form. Some terms may not represent general interpretations and apply only to this repository.

Recent Time Series Works Grouped by Task

• Multivariable Time Series Forecasting
• Multivariable Probabilistic Time Series Forecasting
• Time Series Imputation
• Time Series Anomaly Detection
• Demand Prediction
• Travel Time Estimation
• Traffic Location Prediction
• Event Prediction
• Stock Prediction
• Other Forecasting

Multivariable Time Series Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:100+
Multivariable	ETT Electricity Exchange Traffic Weather ILI	MICN	MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting	Pytorch	ICLR 2023
Multivariable	ETT Weather Electricity ILI Traffic	Crossformer	Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting	Pytorch	ICLR 2023
Forecast Imputation Classifi AnomalyDet	ETT M4 Electricity Weather SMD,MSL SMAP,SWaT PSM	TimesNet	TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis	Pytorch	ICLR 2023
Multivariable		Meta-SSM	Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting	Pytorch	ICLR 2023
Multivariable	ETT Electricity Traffic Weather	FSNet	Learning Fast and Slow for Time Series Forecasting	Pytorch	ICLR 2023
Robust Multivariable	Traffic Taxi Wiki Electricity		Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms	Amazon	ICLR 2023
Multivariable	Electricity Crypto M4 Traffic Exchange	KNF	Koopman Neural Operator Forecaster for Time-series with Temporal Distributional Shifts	Pytorch	ICLR 2023
Multivariable	ETT Weather Electricity Traffic Exchange	SpaceTime	Effectively Modeling Time Series with Simple Discrete State Spaces	Pytorch	ICLR 2023
Multivariable	Weather Traffic Electricity ILI ETT	PatchTST	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers	Pytorch	ICLR 2023
Multivariable	Exchange Weather Electricity Traffic ILI	MSA	Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting	Pytorch	ICLR 2023
Multivariable	METR-LA PeMS-BAY	Trafformer	Trafformer: Unify Time and Space in Traffic Prediction	None	AAAI 2023
Multivariable	ETT Traffic Solar Electricity Exchange PEMS03 PEMS04 PEMS07 PEMS08	SCINet	SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction	Pytorch	NeurIPS 2022
Multivariable	ETT Electricity Exchange Traffic Weather ILI	FiLM	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	ETT Electricity Exchange Weather	LaST	Learning Latent Seasonal-Trend Representations for Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	ETT Electricity Exchange Traffic Weather ILI	WaveBound	WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	COVID-19 PeMSD4 PeMSD8 Temperature Bytom Wind	ZFC-SHCN	Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting	Future	NeurIPS 2022
Multivariable	Electricity ETT Exchange ILI Traffic Weather	NonstaTransformer	Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	Traffic Solar Electricity Exchange PeMSD7(M) PeMS-BAY	TPGNN	Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks	Future	NeurIPS 2022
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	DSTAGNN	DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting	Pytorch	ICML 2022
Multivariable	ETT Electricity Exchange Traffic Weather ILI	FEDformer (EncDec, EnhancedFeature)	FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting	Pytorch	ICML 2022
Multivariable	Traffic Electricity Wiki Sales	DAF	DAF-Domain Adaptation for Time Series Forecasting via Attention Sharing	None	ICML 2022
Multivariable	Electricity Solar Fred MD KDD Cup	TACTiS (Copulas, Trans)	TACTiS: Transformer-Attentional Copulas for Time Series	Pytorch	ICML 2022
Multivariable	French Electricity	AgACI	Adaptive Conformal Predictions for Time Series	Python,R	ICML 2022
Traffic Speed	NAVER-Seoul METR-LA	PM-MemNet (Mem,KNN)	Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting	Pytorch	ICLR 2022
Multivariable	PeMSD3 PeMSD4 PeMSD8 COVID-19,etc	TAMP-S2GCNets (GCN,AR, Topological Features)	TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting	Pytorch	ICLR 2022
Multivariable	ETT Electricity Weather	CoST	CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting	Pytorch	ICLR 2022
Multivariable	Electricity Traffic M4 CASIO NP	DEPTS	DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting	Pytorch	ICLR 2022
Multivariable	ETT Electricity Wind App Flow	Pyraformer	Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting	Pytorch	ICLR 2022
Multivariable	ETT ECL M4 Air Quality Nasdaq	RevIN	Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift	Pytorch	ICLR 2022
Multivariable	METR-LA PeMS-BAY PEMS04 PEMS08	D2STGNN	Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	Pytorch	VLDB 2022
Multivariable	METR-LA PeMS-BAY PEMS04	STEP	Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting	Pytorch	KDD 2022
Multivariable	Solar Electricity Exchange Wind NYCBike NYCTaxi	ESG	Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting	Pytorch	KDD 2022
Multivariable	METR-LA Solar Traffic ECG5000	VSF	Multi-Variate Time Series Forecasting on Variable Subsets	Pytorch,dgl	KDD 2022
Multivariable	DC Bike DC Taxi	CrossTReS	Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting	Pytorch,dgl	KDD 2022
Multivariable	ETT Weather Exchange Traffic Electricity	Quatformer	Learning to Rotate: Quaternion Transformer for Complicated Periodical Time Series Forecasting	MRA-BGCN Author None Code	KDD 2022
Multivariable	NYCBike NYCTaxi PEMS03 PEMS08	GMSDR	MSDR: Multi-Step Dependency Relation Networks for Spatial Temporal Forecasting	Pytorch	KDD 2022
Multivariable	Hangzhou NYC	DTIGNN	Modeling Network-level Traffic Flow Transitions on Sparse Data	Pytorch	KDD 2022
Multivariable	Temperature Cloud cover Humidity Wind	CLCRN	Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Pytorch	AAAI 2022
Traffic Flow	PeMSD3 PeMSD4 PeMSD7 PeMSD8 PeMSD7(M) PeMSD7(L)	STG-NCDE	Graph Neural Controlled Differential Equations for Traffic Forecasting	Pytorch	AAAI 2022
Traffic Flow	GT-221 WRS-393 ZGC-564	STDEN	STDEN: Towards Physics-guided Neural Networks for Traffic Flow Prediction	Pytorch	AAAI 2022
Multivariable	Electricity Traffic PeMSD7(M) METR-LA	CATN	CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting	None	AAAI 2022
Multivariable	ETT Electricity	TS2Vec	TS2Vec: Towards Universal Representation of Time Series	Pytorch	AAAI 2022
Multivariable	ETT ECL Weather	Triformer	Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version	Future	IJCAI 2022
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	FOGS	FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting	Pytorch	IJCAI 2022
Multivariable	PeMSD4 PeMSD8 RPCM PeMSD4	RGSL	Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting	Pytorch	IJCAI 2022
Multivariable	Air Quality Parking	DMGA	Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention	None	IJCAI 2022
Multivariable	YellowCab GreenCab Solar	ST-KMRN	Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data	Author	IJCAI 2022
Multivariable	NYCTaxi NYCBike CHIBike BJTaxi Chengdu	STAN	When Transfer Learning Meets Cross-City Urban Flow Prediction: Spatio-Temporal Adaptation Matters	None	IJCAI 2022
Multivariable	Hurricanes Ausgrid Weather	DeepExtrema	DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data	Pytorch	IJCAI 2022
Multivariable	GoogleSymptoms Covid19 Power Tweet	CAMul	CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting	Pytorch	WWW 2022
Multivariable	Electricity Stock	MRLF	Multi-Granularity Residual Learning with Confidence Estimation for Time Series Prediction	Pytorch	WWW 2022
Multivariable Classification Forecasting	MuJoCo Google Stock	EXIT	EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting	Pytorch	WWW 2022
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08	ST-WA	Towards Spatio- Temporal Aware Traffic Time Series Forecasting	Pytorch	ICDE 2022
Mobility Prediction	NYC Dallas Miami	SHIFT	Translating Human Mobility Forecasting through Natural Language Generation	Hao Xue	WSDM 2022
Traffic Flow	TaxiBJ BikeNYC	ST-GSP	ST-GSP: Spatial-Temporal Global Semantic Representation Learning for Urban Flow Prediction	Pytorch	WSDM 2022
Multivariable	Traffic Temperature	ReTime	Retrieval Based Time Series Forecasting	None	CIKM 2022
Multivariable	Rainfall Traffic ETT Stock Climate	DXtreMM	Deep Extreme Mixture Model for Time Series Forecasting	Pytorch	CIKM 2022
MTS Analysis MTS Forecasting Anormaly Detection	ETT Electricity SMD SMAP MSL SWaT	MARINA	MARINA: An MLP-Attention Model for Multivariate Time-Series	None	CIKM 2022
Traffic Speed	METR-LA PeMS-BAY	ResCAL	Residual Correction in Real-Time Traffic Forecasting	None	CIKM 2022
Model Selection		AutoForecast	AutoForecast: Automatic Time-Series Forecasting Model Selection	None	CIKM 2022
Traffic Flow	PEMS04 PEMS07 PEMS08	DastNet	Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities	Pytorch	CIKM 2022
Traffic Flow & Speed	METR-LA PeMS-BAY PEMS03 PEMS04 PEMS07 PEMS08	AutoSTS	Automated Spatio-Temporal Synchronous Modeling with Multiple Graphs for Traffic Prediction	YongLi THU	CIKM 2022
Traffic Condition	TRCV-BJ TRCV-SH TRCV-ZZ	DuTraffic	DuTraffic: Live Traffic Condition Prediction with Trajectory Data and Street Views at Baidu Maps	None	CIKM 2022
Multivariable	ETT Electricity WTH Weather ILI Exchange	Linear	Do Simpler Statistical Methods Perform Better in Multivariate Long Sequence Time-Series Forecasting?	None	CIKM 2022
Multivariable	Solar Traffic Electricity Exchange	MAGL	Memory Augmented Graph Learning Networks for Multivariate Time Series Forecasting	None	CIKM 2022
Multivariable	PEMS04 PEMS07 PEMS08 PeMS-BAY Electricity	STID	Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting	Pytorch	CIKM 2022
Multivariable	METR-LA PeMS-BAY PeMSD4 PeMSD7	ASTTN	Adaptive Graph Spatial-Temporal Transformer Network for Traffic Forecasting	None	CIKM 2022
Multivariable	Seoul	CGAN	Context-aware Traffic Flow Forecasting in New Roads	None	CIKM 2022
Traffic Flow & Speed	METR-LA PeMS-BAY PeMS-M PEMS04 PEMS08	ST-GAT	ST-GAT: A Spatio-Temporal Graph Attention Network for Accurate Traffic Speed Prediction	Author	CIKM 2022
Traffic Speed	METR-LA PeMS-BAY	HOMGNNs	Higher-Order Masked Graph Neural Networks for Traffic Flow Prediction	Pytorch	ICDM 2022
Multivariable	M4 Electricity car-parts	TopAttn	Topological Attention for Time Series Forecasting	Pytorch Future	NeurIPS 2021
Multivariable	Rossmann M5 Wiki	MisSeq	MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data	None	NeurIPS 2021
Multivariable	ETT Electricity Exchange Traffic Weather ILI	Autoformer	Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting	Pytorch	NeurIPS 2021
Multivariable	PeMSD4 PeMSD8 Traffic ADI M4 ,etc	Error	Adjusting for Autocorrelated Errors in Neural Networks for Time Series	Pytorch	NeurIPS 2021
Multivariable	Bytom Decentraland PeMSD4 PeMSD8	Z-GCNETs	Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting	Pytorch	ICML 2021
Multivariable	PeMSD7(M) METR-LA PeMS-BAY	Cov	Conditional Temporal Neural Processes with Covariance Loss	None	ICML 2021
Multivariable	METR-LA PeMS-BAY PMU	GTS	Discrete Graph Structure Learning for Forecasting Multiple Time Series	Pytorch	ICLR 2021
Multivariable	Benz Air Quality FuelMoisture	framework	A Transformer-based Framework for Multivariate Time Series Representation Learning	Pytorch	KDD 2021
Federated Multivariable	PeMS-BAY METR-LA	CNFGNN	Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling	Pytorch	KDD 2021
Traffic Speed	PeMSD4 PeMSD8 England	DMSTGCN	Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting	Pytorch	KDD 2021
Traffic Flow	PeMSD7(M) PeMSD7(L) PeMS03 PeMS04 PeMS07 PeMS08	STGODE	Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting	Pytorch	KDD 2021
Multivariable	BikeNYC PeMSD7(M) Electricity	ST-Norm	ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting	Pytorch	KDD 2021
Multivariable	DiDiXM DiDiCD	TrajNet	TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction	None	KDD 2021
Robust Forecasting	MIMIC-III USHCN KDD-CUP	DGM	Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series	Pytorch	AAAI 2021
Multivariable	Guangzhou Seattle HZMetro , etc.	DSARF	Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting	Pytorch	AAAI 2021
Traffic Speed	METR-LA PeMS-BAY	FC-GAGA	FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting	TF	AAAI 2021
Traffic Speed	DiDiJiNan DiDiXiAn	HGCN	Hierarchical Graph Convolution Network for Traffic Forecasting	Pytorch	AAAI 2021
Multivariable	ETT Weather ECL	Informer	Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting	Pytorch	AAAI 2021
Traffic Flow	NYCMetro NYC Bike NYC Taxi	MOTHER	Modeling Heterogeneous Relations across Multiple Modes for Potential Crowd Flow Prediction	None	AAAI 2021
Multivariable	METR-LA PeMS-BAY PeMSD7(M) PeMSD7(L) PeMS03 PeMS04 PeMS07 PeMS08	STFGNN	Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting	Mxnet	AAAI 2021
Multivariable	BJ Taxi NYC Taxi NYC Bike1 NYC Bike2	STGDN	Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network	Mxnet	AAAI 2021
Traffic Flow	SG-TAXI	TrGNN	Traffic Flow Prediction with Vehicle Trajectories	Pytorch	AAAI 2021
Multivariable	Road POIs SIGtraf	DMLM	Predicting Traffic Congestion Evolution: A Deep Meta Learning Approach	Future	IJCAI 2021
Multivariable	East Bay METR-LA US	D-DA-GRNN	EnhanceNet: Plugin Neural Networks for Enhancing Correlated Time Series Forecasting	Pytorch	ICDE 2021
Multivariable	Water Humidity Wind, etc	EA-DRL	An Actor-Critic Ensemble Aggregation Model for Time-Series Forecasting	None	ICDE 2021
Traffic Flow	TaxiBJ DiDiCD TaxiRome	AttConvLSTM	Modeling Citywide Crowd Flows using Attentive Convolutional LSTM	None	ICDE 2021
Traffic Speed Traffic Flow	METR-LA PeMS-BAY eMS03 PeMS04 PeMS07 PeMS08...	Benchmark	An Empirical Experiment on Deep Learning Models for Predicting Traffic Data	Future	ICDE 2021
Multivariable	Motes Soil Revenue Traffic 20CR	NET	Network of Tensor Time Series	Pytorch	WWW 2021
Multivariable	VevoMusic WikiTraffic LOS-LOOP SZ-taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Pytorch	WWW 2021
Multivariable	METR-LA Wiki-EN	REST	REST: Reciprocal Framework for Spatiotemporal-coupled Predictions	None	WWW 2021
Multivariable	PeMS03 PeMS04 PeMS07 PeMS08 HZMetro	ASTGNN	Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting	Pytorch	TKDE 2021
Multivariable	TaxiBJ BikeNYC-I BikeNYC-II TaxiNYC METR-LA PeMS-BAY PeMSD7(M)	DL-Traff	DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction	Graph:PyTorch Grid:TF	CIKM 2021
Multivariable	METR-LA PeMS-BAY PeMSD7(M)	TorchGeoTem	PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models	PyTorch	CIKM 2021
Traffic Flow	TaxiBJ BikeNYC	LLF	Learning to Learn the Future: Modeling Concept Drifts in Time Series Prediction	None	CIKM 2021
Multivariable	ETT Electricity	HI	Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting	None	CIKM 2021
Multivariable	ETT ELE	AGCNT	AGCNT: Adaptive Graph Convolutional Network for Transformer-based Long Sequence Time-Series Forecasting	None	CIKM 2021
Cellular Traffic	cellular	MPGAT	Multivariate and Propagation Graph Attention Network for Spatial-Temporal Prediction with Outdoor Cellular Traffic	Pytorch Future	CIKM 2021
Traffic Speed	METR-LA PeMS-BAY Simulated	STNN	Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting	Pytorch	ICDM 2021
Traffic Speed	DiDiCD DiDiXiAn	T-wave	Trajectory WaveNet: A Trajectory-Based Model for Traffic Forecasting	Pytorch	ICDM 2021
Multivariable	Sanyo Hanergy Solar Electricity Exchange	SSDNet	SSDNet: State Space Decomposition Neural Network for Time Series Forecasting	Pytorch	ICDM 2021
Traffic Volumn	HangZhou City JiNan City	CTVI	Temporal Multi-view Graph Convolutional Networks for Citywide Traffic Volume Inference	Pytorch	ICDM 2021
Traffic Volumn	Uber Movements Grab-Posisi	TEST-GCN	TEST-GCN: Topologically Enhanced Spatial-Temporal Graph Convolutional Networks for Traffic Forecasting	None	ICDM 2021
Multivariable	Air Quality City Meterology	ATGCN	Modeling Inter-station Relationships with Attentive Temporal Graph Convolutional Network for Air Quality Prediction	None	WSDM 2021
Traffic Flow	WalkWLA BikeNYC TaxiNYC	PDSTN	Predicting Crowd Flows via Pyramid Dilated Deeper Spatial-temporal Network	None	WSDM 2021
Traffic Flow	PeMSD4 PeMSD8	AGCRN	Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Pytorch	NeurIPS 2020
Multivariable	Electricity Traffic Wind Solar M4-Hourly	AST	Adversarial Sparse Transformer for Time Series Forecasting	Pytorch	NeurIPS 2020
Multivariable	METR-LA PeMS-BAY PeMS07 PeMS03 PeMS04 ,etc	StemGNN	Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting	Pytorch	NeurIPS 2020
Multivariable	M4 M3 Tourism	N-BEATS	N-BEATS: Neural basis expansion analysis for interpretable time series forecasting	Pytorch+Keras	ICLR 2020
Traffic Flow	Traffic Energy Electricity Exchange METR-LA PeMS-BAY	MTGNN	Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks	Pytorch	KDD 2020
Traffic Flow	Taxi-NYC Bike-NYC CTM	DSAN	Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction	TF	KDD 2020
Traffic Speed Traffic Flow	Shenzhen	Curb-GAN	Curb-GAN: Conditional Urban Traffic Estimation through Spatio-Temporal Generative Adversarial Networks	Pytorch	KDD 2020
Traffic Flow	TaxiBJ CrowdBJ TaxiJN TaxiGY	AutoST	AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction	None	KDD 2020
Traffic Volumn	W3-715 E5-2907	HSTGCN	Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data	None	KDD 2020
Multivariable	Xiamen PeMS-BAY	GMAN	GMAN: A Graph Multi-Attention Network for Traffic Prediction	TF Pytorch	AAAI 2020
Multivariable	PeMS03 PeMS04 PeMS07 PeMS08	STSGCN	Spatial-temporal synchronous graph convolutional networks: A new framework for spatial-temporal network data forecasting	Mxnet Pytorch	AAAI 2020
Multivariable	Traffic Energy NASDAQ	MLCNN	Towards Better Forecasting by Fusing Near and Distant Future Visions	Pytorch	AAAI 2020
Multivariable	PeMS-S PeMS-BAY METR-LA BJF BRF BRF-L	SLCNN	Spatio-temporal graph structure learning for traffic forecasting	None	AAAI 2020
Traffic Speed	METR-LA PeMS-BAY	MRA-BGCN	Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting	None	AAAI 2020
Metro Flow	HKMetro	WDGTC	Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction	TF	AAAI 2020
Multivariable	MovingMNIST TaxiBJ KTH	SA-ConvLSTM	Self-Attention ConvLSTM for Spatiotemporal Prediction	TF PyTorch	AAAI 2020
Metro Flow	SydneyMetro	MLC-PPF	Potential Passenger Flow Prediction-A Novel Study for Urban Transportation Development	None	AAAI 2020
Commuting Flow	Lodes Pluto OSRM	GMEL	Learning Geo-Contextual Embeddings for Commuting Flow Prediction	Pytorch	AAAI 2020
Multivariable	Traffic Exchange Solar	DeepTrends	Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series	TF	AAAI 2020
Multivariable	Traffic Electricity SmokeVideo PCSales RawMaterials	BHT	Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting	Python	AAAI 2020
Traffic Speed	PeMSD4 PeMSD7 PeMSD8	LSGCN	LSGCN: Long Short-Term Traffic Prediction with Graph Convolutional Networks	TF	IJCAI 2020
Traffic Flow	BikeNYC MobileBJ	CSCNet	A Sequential Convolution Network for Population Flow Prediction with Explicitly Correlation Modelling	None	IJCAI 2020
Multivariable	USDCNY USDKRW USDIDR	WATTNet	WATTNet: learning to trade FX via hierarchical spatio-temporal representation of highly multivariate time series	TF	IJCAI 2020
Fine-grained	CitiBikeNYC Div Metro	GACNN	Towards Fine-grained Flow Forecasting: A Graph Attention Approach for Bike Sharing Systems	None	WWW 2020
Flow Distribution	Austin Louisville Minneapolis	GCScoot	Dynamic Flow Distribution Prediction for Urban Dockless E-Scooter Sharing Reconfiguration	None	WWW 2020
Traffic Speed	METR-LA PeMS-BAY	STGNN	Traffic Flow Prediction via Spatial Temporal Graph Neural Network	Pytorch	WWW 2020
Traffic Speed	DiDiCD	STAG-GCN	Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting	Pytorch	CIKM 2020
Traffic Speed	METR-LA PeMS-BAY	ST-GRAT	ST-GRAT: A Novel Spatio-temporal Graph Attention Networks for Accurately Forecasting Dynamically Changing Road Speed	Pytorch	CIKM 2020
Traffic Flow	BJ-Taxi NYC-Taxi NYC-Bike-1 NYC-Bike-2	ST-CGA	Spatial-Temporal Convolutional Graph Attention Networks for Citywide Traffic Flow Forecasting	Keras	CIKM 2020
Traffic Flow	NYCBike NYCTaxi	MT-ASTN	Multi-task Adversarial Spatial-Temporal Networks for Crowd Flow Prediction	Pytorch	CIKM 2020
Traffic Speed	SFO NYC	DIGC	Deep Graph Convolutional Networks for Incident-Driven Traffic Speed Prediction	None	CIKM 2020
Metro Flow	SZMetro HZMetro	STP-TrellisNets	STP-TrellisNets: Spatial-Temporal Parallel TrellisNets for Metro Station Passenger Flow Prediction	None	CIKM 2020
Multivariable	Air Quality BikeNYC METR-LA	AGSTN	AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting	Keras	ICDM 2020
Traffic Speed	METR-LA PeMS-BAY	FreqST	FreqST: Exploiting Frequency Information in Spatiotemporal Modeling for Traffic Prediction	None	ICDM 2020
Traffic Flow	PEMSD3 PEMSD7	TSSRGCN	Tssrgcn: Temporal spectral spatial retrieval graph convolutional network for traffic flow forecasting	None	ICDM 2020
Multivariable	Air Quality DarkSky Geographic	DeepLATTE	Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction	Pytorch	ICDM 2020
Traffic Flow	XATaxi BJTaxi PortoTaxi	ST-PEFs	Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction Based on Potential Energy Fields	None	ICDM 2020
Traffic Speed Flow	SZSpeed SZTaxi	cST-ML	cST-ML: Continuous Spatial-Temporal Meta-Learning for Traffic Dynamics Prediction	Pytorch	ICDM 2020
Multivariable	Electricity Traffic Wiki PeMSD7(M)	DeepGLO	Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting	Pytorch	NeurIPS 2019
Multivariable	Electricity Traffic Solar M4 Wind	LogSparse	Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting	Pytorch	NeurIPS 2019
Multivariable	Synthetic ECG5000 Traffic	DILATE	Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models	Pytorch	NeurIPS 2019
Traffic Flow	Earthquake	DeepUrbanEvent	DeepUrbanEvent: A System for Predicting Citywide Crowd Dynamics at Big Events	Keras	KDD 2019
Traffic Flow Speed	TDrive METR-LA	ST-MetaNet	Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning	Mxnet	KDD 2019
Multivariable	Rossman Walmart Electricity Traffic Parts	ARU	Streaming Adaptation of Deep Forecasting Models using Adaptive Recurrent Units	TF	KDD 2019
Multivariable	Air Quality	AccuAir	AccuAir: Winning Solution to Air Quality Prediction for KDD Cup 2018	None	KDD 2019
Traffic Flow	Simulated RoadTraffic Wikipedia	ERMreg	Regularized Regression for Hierarchical Forecasting Without Unbiasedness Conditions	None	KDD 2019
Multivariable under event	Climate Stock Pseudo	EVL	Modeling Extreme Events in Time Series Prediction	None	KDD 2019
Traffic Flow	PeMSD4 PeMSD8 METR-LA	ASTGCN	Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting	Mxnet	AAAI 2019
Traffic Flow Speed	NYC PeMSD(M)	DGCNN	Dynamic spatial-temporal graph convolutional neural networks for traffic forecasting	None	AAAI 2019
Traffic Speed	METR-LA PeMS-BAY	Res-RGNN	Gated Residual Recurrent Graph Neural Networks for Traffic Prediction	None	AAAI 2019
Traffic FLow	NYC-Taxi NYC-Bike	STDN	Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction	Keras	AAAI 2019
Traffic Flow	MobileBJ BikeNYC	DeepSTN+	DeepSTN+: context-aware spatial-temporal neural network for crowd flow prediction in metropolis	TF	AAAI 2019
Traffic Speed	METR-LA PeMS-BAY	Res-RGNN	Gated residual recurrent graph neural networks for traffic prediction	None	AAAI 2019
Traffic FLow	MetroBJ BusBJ TaxiBJ	GSTNet	GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction	Pytorch	IJCAI 2019
Traffic Speed	METR-LA PeMS-BAY	GWN	Graph WaveNet for Deep Spatial-Temporal Graph Modeling	Pytorch	IJCAI 2019
Traffic Flow	DidiSY BikeNYC TaxiBJ	STG2Seq	STG2Seq: Spatial-Temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting	TF	IJCAI 2019
Multivariable	GHL Electricity TEP	DyAt	DyAt Nets: Dynamic Attention Networks for State Forecasting in Cyber-Physical Systems	Pytorch	IJCAI 2019
Multivariable	Air Quality	MGED	Multi-Group Encoder-Decoder Networks to Fuse Heterogeneous Data for Next-Day Air Quality Prediction	None	IJCAI 2019
Traffic Volumn	Chicago Boston	MetaST	Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction	TF	WWW 2019
TrafficPred imputation	GZSpeed HZMetro Seattle London	BTF	Bayesian Temporal Factorization for Multidimensional Time Series Prediction	Python	TPAMI 2019
Multivariable	Gas Station	DSANet	DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting	Pytorch	CIKM 2019
Multivariable	Solar Traffic Exchange Electricity PeMS ,etc	Study	Experimental Study of Multivariate Time Series Forecasting Models	None	CIKM 2019
Traffic Speed	DiDiCD DiDiXA	BTRAC	Boosted Trajectory Calibration for Traffic State Estimation	None	ICDM 2019
Multivariable	Photovoltaic	MTEX-CNN	MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks	Pytorch	ICDM 2019
Traffic Speed	BJER4 PeMSD7(M) PeMSD7(L)	STGCN	Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	TF Mxnet Pytorch1 Pytorch2 Pytorch3	IJCAI 2018
Traffic Speed	METR-LA PeMS-BAY	DCRNN	Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting	TF Pytorch	ICLR 2018

Multivariable Probabilistic Time Series Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:39
probability	Electricity Traffic Wiki Azure	BVAE	C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting	Future	NeurIPS 2022
probability	Traffic Electricity Weather ETT Wind	BVAE	Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement	Paddle	NeurIPS 2022
probability &	Stock Price Wind Speed	Volat	Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes	Pytorch,GPyTorch	ICML 2022
probability & Point & Others	electricity Yacht Boston, etc	AQF	Autoregressive Quantile Flows for Predictive Uncertainty Estimation	None	ICLR 2022
probability	IRIS Digits EightSchools	EMF	Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling	Pytorch	ICLR 2022
probability	Bike Sharing UCI NYU Depth v2	NatPN	Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions	Pytorch	ICLR 2022
probability	Carbon Concrete Energy Housing,etc	β−NLL	On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks	Pytorch	ICLR 2022
probability & Point	CDP SLD	STZINB-GNN	Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks	Pytorch	KDD 2022
probability & Point	Sichuan Panama	PrEF	PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model	None	AAAI 2022
probability	ETT Solar Electricity	KLST	Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts	Pytorch	IJCAI 2022
probability	Exchange Solar Electricity Traffic Wiki	EMSSM	Memory Augmented State Space Model for Time Series Forecasting	None	IJCAI 2022
Prediction Intervals	DMV Census Forest Power	Evaluation	Prediction Intervals for Learned Cardinality Estimation: An Experimental Evaluation	None	ICDE 2022
Periodic Forecasting	ETT Weather	DeepFS	Bridging Self-Attention and Time Series Decomposition for Periodic Forecasting	None	CIKM 2022
probability	Electricity Traffic Wiki M4	ISQF	Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting	GluonTS	AISTATS 2022
probability	M4 Traffic Electricity	Robust	Robust Probabilistic Time Series Forecasting	GluonTS	AISTATS 2022
probability	Electricity Traffic M4	MQF	Multivariate Quantile Function Forecaster	GluonTS	AISTATS 2022
Imputation & Probabilistic	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Pytorch	NeurIPS 2021
probability	MIMIC-III EEG COVID-19	CF-RNN	Conformal Time-series Forecasting	Pytorch	NeurIPS 2021
probability	CDC Flu	EPIFNP	When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting	Pytorch	NeurIPS 2021
probability	Basketball Weather	GLIM	Probability Paths and the Structure of Predictions over Time	R	NeurIPS 2021
probability	Facebook Meps Star Bike ,etc	LSF	Probabilistic Forecasting: A Level-Set Approach	GluonTS	NeurIPS 2021
probability	Solar Electricity Traffic Taxi Wikipedia	ProTran	Probabilistic Transformer For Time Series Analysis	None	NeurIPS 2021
Prediction Intervals	Solar Wind	EnbPI	Conformal prediction interval for dynamic time-series	Pytorch	ICML 2021
probability	Exchange Solar Electricity Traffic Taxi Wiki	TimeGrad	Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting	Pytorch	ICML 2021
probability & Point	PeMSD3 PeMSD4 PeMSD7 PeMSD8 Electricity Traffic , etc	AGCGRU	RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting	TF	ICML 2021
probability	Tourism Labour Traffic Wiki Electricity Traffic , etc	Hier-E2E	End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series	MXNet	ICML 2021
probability	Sine MNIST Billiards S&P Stock	Whittle	Whittle Networks: A Deep Likelihood Model for Time Series	TF	ICML 2021
probability	METR-LA PeMS-BAY PMU	GTS	Discrete Graph Structure Learning for Forecasting Multiple Time Series	Pytorch	ICLR 2021
probability & Point	Exchange Solar Electricity Traffic Taxi Wikipedia	MAF	Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows	Pytorch	ICLR 2021
probability	MNIST PhysioNet2012	PNCNN	Probabilistic Numeric Convolutional Neural Networks	None	ICLR 2021
probability & Point	Energy Wine Power MSD, etc	PGBM	Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression	Pytorch	KDD 2021
probability	DiDICD	TrajNet	TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction	None	KDD 2021
probability	Air Quality METR-LA COVID-19	UQ	Quantifying Uncertainty in Deep Spatiotemporal Forecasting	Pytorch	KDD 2021
probability	Electricity Traffic Environment Air Quality Dewpoint,etc	VSMHN	Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting	Pytorch	AAAI 2021
probability & Point	Traffic Electricity Wiki Solar Taxi	TLAE	Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting	None	AAAI 2021
probability	Patient EHR Public Health	UNITE	UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data	Pytorch	WWW 2021
probability	Exchange Solar Electricity Traffic Wiki	ARSGLS	Deep Rao-Blackwellised Particle Filters for Time Series Forecasting	None	NeurIPS 2020
probability	Electricity Traffic Wind Solar M4	AST	Adversarial Sparse Transformer for Time Series Forecasting	Pytorch	NeurIPS 2020
probability	Traffic Electricity	STRIPE	Probabilistic Time Series Forecasting with Shape and Temporal Diversity	Pytorch	NeurIPS 2020
probability	Exchange Solar Electricity Wiki Traffic	NKF	Normalizing Kalman Filters for Multivariate Time Series Analysis	None	NeurIPS 2020
quantile	MIMIC-III	BJRNN	Frequentist Uncertainty in RNNs via Blockwise Influence Functions	Pytorch	ICML 2020
probability	S&P 500 Electricity	Monte-Carlo	Adversarial Attacks on Probabilistic Autoregressive Forecasting Models	Pytorch	ICML 2020
probability	Boston Concrete Energy Kin8nm Naval, etc	NGBoost	NGBoost: Natural Gradient Boosting for Probabilistic Prediction	Python	ICML 2020
probability	Physionet NHIS	DME	Deep Mixed Effect Model Using Gaussian Processes: A Personalized and Reliable Prediction for Healthcare	Pytorch	AAAI 2020
probability	Exchange Solar Electricity Traffic NYCTaxi Wikipedia	copula	High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes	GluonTS	NeurIPS 2019
probability	Electricity Traffic NYCTaxi Uber	DF	Deep Factors for Forecasting	None	ICML 2019
probability	Weather	DUQ	Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Keras	KDD 2019
probability	JD50K	framework	Multi-Horizon Time Series Forecasting with Temporal Attention Learning	None	KDD 2019
probability	MIMIC-III	TPF	Temporal Probabilistic Profiles for Sepsis Prediction in the ICU	None	KDD 2019
probability	Electricity Traffic Wiki Dom	SQF	Probabilistic Forecasting with Spline Quantile Function RNNs	None	AISTATS 2019
probability	More	More	https://github.com/zzw-zwzhang/Awesome-of-Time-Series-Prediction	More

Time Series Imputation

Task	Data	Model	Paper	Code	Publication
Paper Nums: 22
Imputation	Guangzhou Solar-energy Westminster	GRIN (EncDec,AR)	Multivariate Time-series Imputation with Disentangled Temporal Representations	Pytorch	ICLR 2023
Imputation	Air Quality METR-LA PeMS-BAY CER-E	GRIN (EncDec,AR)	Filling the G_ap_s-Multivariate Time Series Imputation by Graph Neural Networks	Pytorch	ICLR 2022
Imputation	PhysioNet MIMIC-III Climate	HeTVAE (Attn,VAE)	Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series	Pytorch	ICLR 2022
Imputation	MIMIC-III OPHTHALMIC MNIST Physionet	GIL (AR,Attn,GRADIENT IMPORTANCE LEARNING)	Gradient Importance Learning for Incomplete Observations	TF	ICLR 2022
Imputation	Chlorine level SML2010 Air Quality	D-NLMC	Dynamic Nonlinear Matrix Completion for Time-Varying Data Imputation	Matlab Author Github	AAAI 2022
Imputation	COMPAS Adult HSLS	ME	Online Missing Value Imputation and Change Point Detection with the Gaussian Copula	gcimpute	AAAI 2022
Imputation	Fair MIP Forest		Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values	None	AAAI 2022
Imputation	Chengdu New York	STCPA	Traffic Speed Imputation with Spatio-Temporal Attentions and Cycle-Perceptual Training	Pytorch	CIKM 2022
Imputation	Nanjingyby PEMS08	AST-CMCN	Generative-Free Urban Flow Imputation	SenzhangWang	CIKM 2022
Imputation	Foursquare Gowalla	MDI-MG	Multi-task Generative Adversarial Network for Missing Mobility Data Imputation	None	CIKM 2022
Imputation	Self-defined	MACRO	Multi-Graph Convolutional Recurrent Network for Fine-Grained Lane-Level Traffic Flow Imputation	Pytorch	ICDM 2022
Imputation	Physionet MIMIC-III Human Activity	mTAND	Multi-Time Attention Networks for Irregularly Sampled Time Series	Pytorch	ICLR 2021
Imputation	METR-LA NREL USHCN SeData	IGNNK	Inductive Graph Neural Networks for Spatiotemporal Kriging	Pytorch	AAAI 2021
Imputation	Activity PhysioNet Air Quality	SSGAN	Generative Semi-supervised Learning for Multivariate Time Series Imputation	Pytorch	AAAI 2021
Imputation & Multivariable	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Pytorch	NeurIPS 2021
Imputation & Prediction	VevoMusic WikiTraffic Los-Loop SZ-Taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Pytorch	WWW 2021
Imputation	PhysioNet Air Quality Gas Sensor	STING	STING: Self-attention based Time-series Imputation Networks using GAN	None	ICDM 2021
Imputation	Zero MICE SoftImpute GMMC GAIN	SN	Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks	Future	ICLR 2020
Imputation	Beijing Air PhysioNet Porto Taxi London Weather	LGnet	Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values	None	AAAI 2020
Imputation	Sydney Melbourne Brisbane Perth, etc	SMV-NMF	A spatial missing value imputation method for multi-view urban statistical data	Matlab	IJCAI 2020
Imputation	PhysioNet Air Quality Wind	GANGRUI	Adversarial Recurrent Time Series Imputation	None	TNNLS 2020
Imputation	Healthcare Climate	GRU-ODE-Bayes	GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series	Pytorch	NeurIPS 2019
Imputation	Toy	LatenODE	Latent Ordinary Differential Equations for Irregularly-Sampled Time Series	Pytorch	NeurIPS 2019
Imputation	Sines Stocks Energy Events	TimeGAN	Time-series Generative Adversarial Networks	TF	NeurIPS 2019
Imputation	MIMIC-III UWaveGesture	Inter-net	Interpolation-Prediction Networks for Irregularly Sampled Time Series	Keras	ICLR 2019
Imputation	PhysioNet KDD2018	E2gan	E2gan: End-to-end generative adversarial network for multivariate time series imputation	TF	IJCAI 2019
Imputation	EC RV	STI	How Do Your Neighbors Disclose Your Information: Social-Aware Time Series Imputation	Pytorch	WWW 2019

Time Series Anomaly Detection

Task	Data	Model	Paper	Code	Publication
Paper Nums: 32
Anomaly Detection	UCR SMD	surrogate	Unsupervised Model Selection for Time Series Anomaly Detection	Author	ICLR 2023
Anomaly Detection	SMD SMAP MSL SWaT	DAEMON	Adversarial Autoencoder for Unsupervised Time Series Anomaly Detection and Interpretation	Pytorch	WSDM 2023
Anomaly Detection	DND SMD MSL SMAP	DVGCRN	Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection	Future	ICML 2022
Anomaly Detection	YelpChi Amazon T-Finance T-Social	BWGNN	Rethinking Graph Neural Networks for Anomaly Detection	Pytorch	ICML 2022
Anomaly Detection	SMD PSM MSL&SMAP SWaT NeurIPS-TS	Anomaly Transformer	Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy	Pytorch	ICLR 2022
Density Estimation & Anomaly Detection	PMU-B PMU-C SWaT METR-LA	GANF	Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series	Pytorch	ICLR 2022
Anomaly Detection			Anomaly Detection for Tabular Data with Internal Contrastive Learning	None	ICLR 2022
Anomaly Detection	Machine-Temp NYCTaxi Twitter SWaT	algorithmic	Local Evaluation of Time Series Anomaly Detection Algorithms	Python	KDD 2022
Anomaly Detection	SWaT WADI HAI	FuSAGNet	Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series	None	KDD 2022
Anomaly Detection	Slef-defined	RCAD	RCAD: Real-time Collaborative Anomaly Detection System for Mobile Broadband Networks	Pytorch	KDD 2022
Anomaly Detection		AnomalyKiTS	AnomalyKiTS-Anomaly Detection Toolkit for Time Series	None	AAAI 2022
Anomaly Detection	SWaT WADI MSL SMAP SMD	PA	Towards a Rigorous Evaluation of Time-Series Anomaly Detection	None	AAAI 2022
Anomaly Detection	YAHOO SMAP MSL PSM	NCAD	Neural Contextual Anomaly Detection for Time Series	Future	IJCAI 2022
Anomaly Detection	SWaT WADI SMD PSM	GRELEN	GRELEN: Multivariate Time Series Anomaly Detection from the Perspective of Graph Relational Learning	None	IJCAI 2022
Anomaly Detection	MSL SMAP MNIST ,etc	CADET	CADET: Calibrated Anomaly Detection for Mitigating Hardness Bias	Future	IJCAI 2022
Anomaly Detection	ECG HAR MNIST		Understanding and Mitigating Data Contamination in Deep Anomaly Detection: A Kernel-based Approach	None	IJCAI 2022
Anomaly Detection	Business	SLA-VAE	A Semi-Supervised VAE Based Active Anomaly Detection Framework in Multivariate Time Series for Online Systems	None	WWW 2022
Anomaly Detection	KDDCUP99 NSL UNSW, etc	MemStream	MemStream: Memory-Based Streaming Anomaly Detection	Pytorch	WWW 2022
Anomaly Detection	GD HSS ECG NAB Yahoo S5 2D SYN	RDAE	Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection	Author	ICDE 2022
Anomaly Detection	GD HSS ECG TD Yahoo S5	BiVQRAEs	Anomaly Detection in Time Series with Robust Variational Quasi-Recurrent Autoencoders	Pytorch	ICDE 2022
Anomaly Detection	SWaT WADI BATADAL	MAD-SGCN	MAD-SGCN: Multivariate Anomaly Detection with Self-learning Graph Convolutional Networks	None	ICDE 2022
Anomaly Detection	NAB UCR MBA SMAP MSL SWaT WADI SMD MSDS	TranAD	TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data	Pytorch	VLDB 2022
Anomaly Detection	KPI Yahoo SMAP MSL	TFAD	TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis	Pytorch	CIKM 2022
Anomaly Detection	SMAP MSL SMD KARI Synthetic	Attack	Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability	Pytorch	CIKM 2022
Anomaly Detection	Cora Citeseer PubMed Flickr ogbn-arxiv	LHML	Learning Hypersphere for Few-shot Anomaly Detection on Attributed Networks	Pytorch	CIKM 2022
Anomaly Detection	RT NetSpd	RobustDTW	Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection	None	CIKM 2022
Anomaly Detection	CIFAR-1 CIFAR-10 Caltech 10	SLA2	Self-supervision Meets Adversarial Perturbation: A Novel Framework for Anomaly Detection	Pytorch	CIKM 2022
Anomaly Detection	SMD	FDRC	Online false discovery rate control for anomaly detection in time series	Nçone	NeurIPS 2021
Anomaly Detection	SWaT WADI SMD ASD	InterFusion	Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding	TF	KDD 2021
Anomaly Detection	SMD SWaT PSM BKPI	RANSynCoders	Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization	TF	KDD 2021
Anomaly Detection	PUMP WADI SWaT	NSIBF	Time Series Anomaly Detection for Cyber-physical Systems via Neural System Identification and Bayesian Filtering	TF	KDD 2021
Anomaly Detection	SWaT WADI	GDN	Graph Neural Network-Based Anomaly Detection in Multivariate Time Series	Pytorch	AAAI 2021
Anomaly Detection	SMD SMAP MSL SWaT	DAEMON	DAEMON: Unsupervised Anomaly Detection and Interpretation for Multivariate Time Series	Future	ICDE 2021
Anomaly Detection	KPI Yahoo	FluxEV	FluxEV: A Fast and Effective Unsupervised Framework for Time-Series Anomaly Detection	Py	WSDM 2021
Anomaly Detection	DataLink	Benchmark	Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress	None	TKDE 2021
Earthquakes Detection	NIED	CrowdQuake	A Networked System of Low-Cost Sensors for Earthquake Detection via Deep Learning	TF	KDD 2020
Anomaly Detection	SWaT WADI SMD SMAP MSL Orange	USAD	USAD: UnSupervised Anomaly Detection on Multivariate Time Series	Pytorch	KDD 2020
Anomaly Detection	NYC	CHAT	Cross-interaction hierarchical attention networks for urban anomaly prediction	None	IJCAI 2020
Anomaly Detection	NYC-Bike NYC-Taxi Weather NYC-POI NYC-Anomaly	DST-MFN	Deep Spatio-Temporal Multiple Domain Fusion Network for Urban Anomalies Detection	None	CIKM 2020
Anomaly Detection	SMAP MSL TSA	MTAD-GAT	Multivariate Time-Series Anomaly Detection via Graph Attention Network	TF Pytorch	ICDM 2020
Anomaly Detection	SMAP MSL SMD	OmniAnomaly	Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network	TF	KDD 2019
Anomaly Detection	GeoLife TST	IRL-ADU	Sequential Anomaly Detection using Inverse Reinforcement Learning	None	KDD 2019
Anomaly Detection	donors census fraud celeba ,etc	DevNet	Deep Anomaly Detection with Deviation Networks	Keras Pytorch	KDD 2019
Anomaly Detection	KPI Yahoo Microsoft	SR-CNN	Time-Series Anomaly Detection Service at Microsoft	None	KDD 2019
Anomaly Detection	power plant	MSCRED	A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data	TF	AAAI 2019
Anomaly Detection	ECG Motion	BeatGAN	BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series	Pytorch	IJCAI 2019
Anomaly Detection	NAB ECG	OED	Outlier Detection for Time Series with Recurrent Autoencoder Ensembles	TF	IJCAI 2019
Anomaly Detection	KPIs	Buzz	Unsupervised Anomaly Detection for Intricate KPIs via Adversarial Training of VAE	TF	INFOCOM 2019
Anomaly Detection	KDDCUP Thyroid Arrhythmia KDDCUP-Rev	DAGMM	Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection	Pytorch	ICLR 2018
Anomaly Detection	SMAP MSL	telemanom	Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding	TF	KDD 2018
Anomaly Detection	AD AID362 aPascal BM , etc	CINFO	Sparse Modeling-Based Sequential Ensemble Learning for Effective Outlier Detection in High-Dimensional Numeric Data	Matlab	AAAI 2018
Anomaly Detection	KPIs	Donut	Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications	TF	WWW 2018
Anomaly Detection	MAWI	DSPOT	Anomaly Detection in Streams with Extreme Value Theory	Python	KDD 2017
Anomaly Detection	Power Space Engine ECG	EncDec-AD	LSTM-based encoder-decoder for multi-sensor anomaly detection	Pytorch	ICML 2016
Anomaly Detection	MORE	MORE	https://github.com/ZIYU-DEEP/IJCAI-Paper-List-of-Anomaly-Detection	MORE	IJCAI
Anomaly Detection	MORE	MORE	DeepTimeSeriesModel	MORE	MORE
Anomaly Detection	MORE	MORE	GuansongPang	MORE	MORE

Demand Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums: 23
Traffic Demand	BJSubway NYCTaxi	CMOD	Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction	Pytorch	KDD 2022
Job Demand	IT FIN CONS	DH-GEM	Talent Demand-Supply Joint Prediction with Dynamic Heterogeneous Graph Enhanced Meta-Learning	Pytorch	KDD 2022
Supply & Demand	JONAS-NYC JONAS-DC COVID-CHI COVID-US	EAST-Net	Event-Aware Multimodal Mobility Nowcasting	Pytorch	AAAI 2022
Health Demand	Family Van	framework	Using Public Data to Predict Demand for Mobile Health Clinics	None	AAAI 2022
Traffic Demand	BJMetro NYCTaxi	HMOD	Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction	Pytorch	IJCAI 2022
Traffic Demand	Chicago LosAngeles	STGNN-DJD	A Data-Driven Spatial-Temporal Graph Neural Network for Docked Bike Prediction	Pytorch	ICDE 2022
OD Demand	Shanghai Changsha Beijing	CausalOD	Causal Learning Empowered OD Prediction for Urban Planning	Pytorch	CIKM 2022
OD Demand	NYC Taxi Haikou SZMetro	HSTN	Origin-Destination Traffic Prediction based on Hybrid Spatio-Temporal Network	TF	ICDM 2022
Traffic Demand	NYC Bike NYC Taxi	CCRNN	Coupled Layer-wise Graph Convolution for Transportation Demand Prediction	Pytorch	AAAI 2021
Traffic Demand	BaiduBJ BaiduSH	Ada-MSTNet	Community-Aware Multi-Task Transportation Demand Prediction	None	AAAI 2021
Job Demand	Online	TDAN	Talent Demand Forecasting with Attentive Neural Sequential Model	None	KDD 2021
Ambulance Demand	Tokyo	EMS-Pred	Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks	Pytorch	ICDE 2021
Passenger Demand	TaxiNYC	SOUP	SOUP: A Fleet Management System for Passenger Demand Prediction and Competitive Taxi Supply	None	ICDE 2021
Passenger Demand	DiDiBJ DiDiSH	Gallat	Gallat: A Spatiotemporal Graph Attention Network for Passenger Demand Prediction	None	ICDE 2021
Traffic Demand Traffic Flow	Chengdu Xian	DeepTP	An Effective Joint Prediction Model for Travel Demands and Traffic Flows	None	ICDE 2021
Traffic Demand	DiDiCD NYCTaxi	DAGNN	Dynamic Auto-structuring Graph Neural Network-A Joint Learning Framework for Origin-Destination Demand Prediction	None	TKDE 2021
Traffic Demand	TaxiNYC CitiBikeNYC	MultiAttConvLSTM	Multi-level attention networks for multi-step citywide passenger demands prediction	None	TKDE 2021
Market Demand	Juhuasuan Tiantiantemai	RMLDP	Relation-aware Meta-learning for E-commerce Market Segment Demand Prediction with Limited Records	None	WSDM 2021
Metro Demand	MetroBJ2016 MetroBJ2018	CAS	Short-term origin-destination demand prediction in urban rail transit systems: A channel-wise attentive split-convolutional neural network method	None	Transportation Research Part C 2021
Metro Demand	MetroBJ2016 MetroBJ2018	ST-ED	Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network	None	Transportation Research Part C 2021
Traffic Demand	Seattlebike	FairST	Fairness-Aware Demand Prediction for New Mobility	None	AAAI 2020
Drug Demand	Wikipedia	None	Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets	None	WWW 2020
Traffic Demand	DiDiBJ DiDiSH	MPGCN	Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network	Pytorch	ICDE 2020
Traffic Demand	NYC DiDiCD	MPGCN	Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks	TF	ICDE 2020
Traffic Demand	Bengaluru NYC	GraphLSTM	Grids Versus Graphs: Partitioning Space for Improved Taxi Demand-Supply Forecasts	Pytorch	TITS 2020
Traffic Demand	NYCbike NYCtaxi	CoST-Net	Co-Prediction of Multiple Transportation Demands Based on Deep Spatio-Temporal Neural Network	None	KDD 2019
Traffic Demand	UCAR DiDiCD	GEML	Origin-Destination Matrix Prediction via Graph Convolution: a New Perspective of Passenger Demand Modeling	Keras	KDD 2019
Traffic Demand	NYCbike Meso West	CE-LSTM	Learning Heterogeneous Spatial-Temporal Representation for Bike-Sharing Demand Prediction	None	AAAI 2019
Traffic Demand	Beijing Shanghai	STMGCN	Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting	Pytorch	AAAI 2019
Traffic Demand	NYC-TOD	CSTN	Contextualized Spatial–Temporal Network for Taxi Origin-Destination Demand Prediction	Keras	TITS 2019
Traffic Demand	NYCtaxi	MultiConvLSTM	Deep Multi-Scale Convolutional LSTM Network for Travel Demand and Origin-Destination Predictions	None	TITS 2019
Traffic Demand	PeMS	t-SNE	Estimating multi-year origin-destination demand using high-granular multi-source traffic data	None	Transportation Research Part C 2018

Travel Time Estimation

Task	Data	Model	Paper	Code	Publication
Paper Nums:18
Delivery Time Estimation	Weihai Hangzhou	IGT	Inductive Graph Transformer for Delivery Time Estimation	Pytorch	WSDM 2023
TTE	Beijing Guangzhou	HierETA	Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival	Pytorch	KDD 2022
TTE	Beijing Porto	MetaER-TTE	MetaER-TTE: An Adaptive Meta-learning Model for En Route Travel Time Estimation	None	IJCAI 2022
TTE	Beijing Shanghai Tianjin	DuETA	DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps	None	CIKM 2022
TTE	Baidu: Taiyuan Huizhou Hefei	SSML	SSML: Self-Supervised Meta-Learner for En Route Travel Time Estimation at Baidu Maps	Paddle	KDD 2021
TTE	DiDi: Shenyang	HetETA	HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival	TF	KDD 2020
TTE	DiDi: Beijing Suzhou Shenyang	CompactETA	CompactETA: A Fast Inference System for Travel Time Prediction	None	KDD 2020
TTE	GTFS	BusTr	BusTr: Predicting Bus Travel Times from Real-Time Traffic	None	KDD 2020
TTE	Taiyuan Hefei Huizhou （Baidu）	BusTr	ConSTGAT: Contextual Spatial-Temporal Graph Attention Network for Travel Time Estimation at Baidu Maps	None	KDD 2020
TTE	NYC IST TKY	DeepJMT	Context-aware Deep Model for Joint Mobility and Time Prediction	None	WSDM 2020
TTE	Beijing Shanghai	TTPNet	TTPNet: A Neural Network for Travel Time Prediction Based on Tensor Decomposition and Graph Embedding	Pytorch	TKDE 2020
TTE	DiDiBJ	RNML-ETA	Road Network Metric Learning for Estimated Time of Arrival	None	ICPR 2020
TTE	Cainiao	DeepETA	DeepETA: A Spatial-Temporal Sequential Neural Network Model for Estimating Time of Arrival in Package Delivery System	None	AAAI 2019
TTE	Beijing Shanghai	CTTE	Aggressive driving saves more time? Multi-task learning for customized travel time estimation	None	IJCAI 2019
TTE	Shanghai Porto	DeepI2T	Travel time estimation without road networks: an urban morphological layout representation approach	None	IJCAI 2019
TTE	Porto Chengdu	DeepIST	DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation	TF	CIKM 2019
TTE	Singapore	AtHy-TNet	Path Travel Time Estimation using Attribute-related Hybrid Trajectories Network	None	CIKM 2019
TTE	BT-Traffic PeMSD7 Q-traffic	NASF	Learning to Effectively Estimate the Travel Time for Fastest Route Recommendation	None	CIKM 2019
TTE	Chengdu Beijing	DeepTTE	When Will You Arrive? Estimating Travel Time Based on Deep Neural Networks	Pytorch	AAAI 2018
TTE	PORTO SANFRANCISCO	NoisyOR	Predicting Vehicular Travel Times by Modeling Heterogeneous Influences Between Arterial Roads	None	AAAI 2018
TTE	MORE	MORE	github	MORE	MORE

Traffic Location Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:20
Location	ETH+UCY SDD nuScenes SportVU		You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction	None	ICLR 2022
Location	Beijing Porto	MetaPTP	MetaPTP: An Adaptive Meta-optimized Model for Personalized Spatial Trajectory Prediction	Kai Zheng Code-None	KDD 2022
Location	BaiduApollo NGSIM	HeGA	HeGA: Heterogeneous Graph Aggregation Network for Trajectory Prediction in High-Density Traffic	Pytorch	CIKM 2022
Location	ETH Hotel Univ Zara1 Zara2	SGTN	Social Graph Transformer Networks for Pedestrian Trajectory Prediction in Complex Social Scenarios	Pytorch	CIKM 2022
Location	Gowalla Foursquare WiFi-Trace	GCDAN	Predicting Human Mobility via Graph Convolutional Dual-attentive Networks	Pytorch	WSDM 2022
Location	MI SIP	CMT-Net	CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction	None	WSDM 2022
Location	Gowalla FS-NYC FS-TKY	MobTCast	MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction	Author	NeurIPS 2021
Location	ETH Hotel Univ Zara1 Zara2	CARPe	CARPe Posterum: A Convolutional Approach for Real-Time Pedestrian Path Prediction	Pytorch	AAAI 2021
Location	ETH Hotel Univ Zara1 Zara2	TPNMS	Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision	Pytorch	AAAI 2021
Location	ETH Hotel Univ Zara1 Zara2	DMRGCN	Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction	Pytorch	AAAI 2021
Location	Gowalla Foursquare	BSDA	Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association	None	IJCAI 2021
Location	ETH-UCY Collisions NGsim Charges NBA	FQA	Multi-agent Trajectory Prediction with Fuzzy Query Attention	Pytorch	NeurIPS 2020
Location	ETH-UCY Collisions NGsim Charges NBA	ARNN	An Attentional Recurrent Neural Network for Personalized Next Location Recommendation	None	AAAI 2020
Location	ETH Hotel Univ Zara1 Zara2	MDNLSTM	Multimodal Interaction-Aware Trajectory Prediction in Crowded Space	None	AAAI 2020
Location	Atlantic	OMuLeT	OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting	Matlab	AAAI 2020
Location	Gowalla Foursquare	Flashback	OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting	Pytorch	IJCAI 2020
Location	CrowdCJ TrashBins B&B MYOPIC	MALMCS	Dynamic Public Resource Allocation Based on Human Mobility Prediction	Python	UbiComp 2020
Location	ETH Hotel Univ Zara1 Zara2	Social-BiGAT	Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks	None	NeurIPS 2019
Location	Foursquare Gowalla	VANext	Predicting Human Mobility via Variational Attention	None	WWW 2019
Location	Flickr Foursquare Geolife	CATHI	Context-aware Variational Trajectory Encoding and Human Mobility Inference	None	WWW 2019
Location	ETH Hotel Univ Zara1 Zara2	STGAT	STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction	Pytorch	ICCV 2019
Location	BaiduBJ	HST-LSTM	HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction	Pytorch	IJCAI 2018
Location	Foursquare MobileAPP CellularSH	DeepMove	DeepMove: Predicting Human Mobility with Attentional Recurrent Networks	Pytorch	WWW 2018
Location	MORE	MORE	github	Hao Xue	MORE
Location	MORE	MORE	https://github.com/Pursueee/Trajectory-Paper-Collation	Pytorch	MORE

Event Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:21
Event	ETT PM2.5 IndD	NsTKA	Non-stationary Time-aware Kernelized Attention for Temporal Event Prediction	Future	KDD 2022
Crime Prediction	Chicago Crime LA Crime	HAGEN	HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting	Pytorch	AAAI 2022
Event	PeMS	AGWN	Early Forecast of Traffc Accident Impact Based on a Single-Snapshot Observation (Student Abstract)	Pytorch	AAAI 2022
Event	SLA-VAE E-commerce	RETE	RETE: Retrieval-Enhanced Temporal Event Forecasting on Unified Query Product Evolutionary Graph	Pytorch	WWW 2022
Event	NYC Chicago	GSNet	GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting	Pytorch	AAAI 2021
Event	NYCIncidents CHIIncidents SFIncidents	STCGNN	Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction	Pytorch	CIKM 2021
Event	Thailand Egypt India Russia Covid-19	CMF	Understanding Event Predictions via Contextualized Multilevel Feature Learning	None	CIKM 2021
Event Prediction	DJIA30 WebTraffic NetFlow ClockErr AbServe	EvoNet	Time-Series Event Prediction with Evolutionary State Graph	tf	WSDM 2021
Event	NYCIncidents CHIIncidents SFIncidents	PreView	Dynamic Heterogeneous Graph Neural Network for Real-time Event Prediction	None	KDD 2020
Event Prediction	MIMIC-III	DSSM	Deep State-Space Generative Model For Correlated Time-to-Event Predictions	None	KDD 2020
Event	Beijing Suzhou Shenyang	RiskOracle	RiskOracle: A Minute-Level Citywide Traffic Accident Forecasting Framework	TF	AAAI 2020
Event	NYCIncidents CHIIncidents	STrans	Hierarchically Structured Transformer Networks for Fine-Grained Spatial Event Forecasting	None	WWW 2020
Event	FewEvent	DMB-PN	Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection	dataset	WSDM 2020
Event	NYC SIP	RiskSeq	Foresee Urban Sparse Traffic Accidents: A Spatiotemporal Multi-Granularity Perspective	None	TKDE 2020
Event	MemeTracker Weibo	LANTERN	Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling	Pytorch	NeurIPS 2019
Event	Graph Stack SmartHome CarIndicators	WGP-LN, FD-Dir	Uncertainty on Asynchronous Time Event Prediction	TF	NeurIPS 2019
Event	Thailand Egypt India Russia	DynamicGCN	Learning Dynamic Context Graphs for Predicting Social Events	Pytorch	KDD 2019
Event	NYCCollision ChicagoCrime NYCTaxi	DMPP	Deep Mixture Point Processes: Spatio-temporal Event Prediction with Rich Contextual Information	None	KDD 2019
Event	Civil Air Quality	SIMDA	Incomplete Label Multi-Task Deep Learning for Spatio-Temporal Event Subtype Forecasting	None	AAAI 2019
Crime Prediction	NYC Crime NYC Anomaly Chicago Crime	MiST	MiST: A Multiview and Multimodal Spatial-Temporal Learning Framework for Citywide Abnormal Event Forecasting	None	WWW 2019
Event	NYCAccident NYCEvent	DFN	Deep Dynamic Fusion Network for Traffic Accident Forecasting	None	CIKM 2019
Event		Hetero-ConvLSTM	Hetero-ConvLSTM: A Deep Learning Approach to Traffic Accident Prediction on Heterogeneous Spatio-Temporal Data	None	KDD 2018

Stock Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:29
Stock Movement Prediction	S&P 500	ESTIMATE	Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction	Pytorch	WSDM 2023
Stock Movement Prediction	Calls	NumHTML	NumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-task Financial Forecasting	Future,Author	AAAI 2022
Stock Prediction	NASDAQ NYSE TSE	ALSP-TF	Adaptive Long-Short Pattern Transformer for Stock Investment Selection	None	IJCAI 2022
Stock Prediction	S&P 500 Ashare&HK	HISN	Heterogeneous Interactive Snapshot Network for Review-Enhanced Stock Profiling and Recommendation	None	IJCAI 2022
Stock Prediction	S&P500 CSI300 Twitter	THGNN	Temporal and Heterogeneous Graph Neural Network for Financial Time Series Prediction	None	CIKM 2022
Stock Prediction	CSI800	PASN	Pattern Adaptive Specialist Network for Learning Trading Patterns in Stock Market	None	CIKM 2022
Stock Movement Prediction	NASDAQ Bitcoin	KHIT	Kernel-based Hybrid Interpretable Transformer for High-frequency Stock Movement Prediction	None	ICDM 2022
Stock Movement Prediction	CSI800	TRA	Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport	Pytorch	KDD 2021
Stock Movement Prediction	ACL18 KDD17 NDX100 CSI300 NI225 FTSE100	DTML	Accurate Multivariate Stock Movement Prediction via Data-Axis Transformer with Multi-Level Contexts	None	KDD 2021
Stock Prediction	Self-defined	AD-GAT	Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks	Pytorch	AAAI 2021
Stock Selection	NASDAQ NYSE TSE	STHAN-SR	Stock Selection via Spatiotemporal Hypergraph Attention Network: A Learning to Rank Approach	None	AAAI 2021
Stock Movement Prediction	TPX500	CGM	Long-term, Short-term and Sudden Event: Trading Volume Movement Prediction with Graph-based Multi-view Modeling	Pytorch	IJCAI 2021
Stock Trend Prediction	CSI300 SPX TOPIX-100	HATR	Hierarchical Adaptive Temporal-Relational Modeling for Stock Trend Prediction	None	IJCAI 2021
Stock Movement Prediction	NASDAQ NYSE TSE China & HK	HyperStockGAT	Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport	None	WWW 2021
Stock Trend Prediction	CSI300 CSI500	REST	REST: Relational Event-driven Stock Trend Forecasting	None	WWW 2021
Stock Trend Prediction	CSI300 CSI800 NASDAQ100	CMLF	Stock Trend Prediction with Multi-granularity Data: A Contrastive Learning Approach with Adaptive Fusion	Pytorch	CIKM 2021
Stock Movement Prediction	Self-defined	MFN	Incorporating Expert-Based Investment Opinion Signals in Stock Prediction: A Deep Learning Framework	None	AAAI 2020
Stock Movement Prediction	TPX500 TPX100	LSTM-RGCN	Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction	Pytorch	IJCAI 2020
Stock Movement Prediction	NASDAQ ChinaAShare	HMG-TF	Hierarchical Multi-Scale Gaussian Transformer for Stock Movement Prediction	None	IJCAI 2020
Stock Trend Prediction	FI-2010 CSI-2016	MTDNN	Multi-scale Two-way Deep Neural Network for Stock Trend Prediction	Future	IJCAI 2020
Stock Price Forecasting	Self-defined	Dandelion	Domain adaptive multi-modality neural attention network for financial forecasting	Sklearn	WWW 2020
Stock Volatility Forecasting	Calls	HTML	Hierarchical Transformer-based Multi-task Learning for Volatility Prediction	Pytorch	WWW 2020
Quantitative Investments	Self-defined	KGEEF	Knowledge Graph-based Event Embedding Framework for Financial Quantitative Investments	None	SIGIR 2020
Stock Price Prediction	TAQ	GARCH-LSTM	Price Forecast with High-Frequency Finance Data: An Autoregressive Recurrent Neural Network Model with Technical Indicators	None	CIKM 2020
Stock Movement Prediction	HATS	STHGCN	Spatiotemporal hypergraph convolution network for stock movement forecasting	Pytorch	ICDM 2020
Stock Market Prediction	Nikkei	GNNs	Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis	None	NeurIPSw 2019
Stock Trend Prediction	ChineseStock	IMTR	Investment Behaviors Can Tell What Inside: Exploring Stock Intrinsic Properties for Stock Trend Prediction	None	KDD 2019
Stock Movement Prediction	CSI200 CSI300 CSI500	RNN-MRFs	Multi-task Recurrent Neural Networks and Higher-order Markov Random Fields for Stock Price Movement Prediction: Multi-task RNN and Higer-order MRFs for Stock Price Classification	None	KDD 2019
Stock Movement Prediction	Self-defined	TTIO	Individualized Indicator for All: Stock-wise Technical Indicator Optimization with Stock Embedding	None	KDD 2019
Stock Movement Prediction	ACL18 KDD17 NDX100 CSI300 NI225 FTSE100	Adv-ALSTM	Enhancing stock movement prediction with adversarial training	TF	IJCAI 2019
Stock Prediction	NASDAQ NYSE	RSR	Temporal Relational Ranking for Stock Prediction	TF	TOIS 2019
Stock Movement Prediction	Self-defined	StockNet	Stock Movement Prediction from Tweets and Historical Prices	TF	ACL 2018
Stock Trend Prediction	Self-defined	HAN	Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction	TF	WSDM 2018
Stock Price Prediction	Self-defined	SFM	Stock Price Prediction via Discovering Multi-Frequency Trading Patterns	Keras	KDD 2017
Stock Movement Prediction	NASDAQ NYSE	KGEB-CNN	Knowledge-Driven Event Embedding for Stock Prediction	None	COLING 2016

Other Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:38
Telecommunication Traffic Forecasting	Milan (MI) Trentino (TN)	TMLM	Telecommunication Traffic Forecasting via Multi-task Learning	Author	WSDM 2022
Bitcoin Volatility Forecasting	Twitter	TMLM	Ask "Who", Not "What": Bitcoin Volatility Forecasting with Twitter Data	TF	WSDM 2022
Rating Migration Prediction	Self	META	Multi-task Envisioning Transformer-based Autoencoder for Corporate Credit Rating Migration Early Prediction	None	KDD 2022
COVID-19 Prediction	TokyoCOVID19	SAB-GNN	Multiwave COVID-19 Prediction from Social Awareness Using Web Search and Mobility Data	Pytorch	KDD 2022
Service Time Prediction	DowBJ SubBJ	MetaSTP	Service Time Prediction for Delivery Tasks via Spatial Meta-Learning	None	KDD 2022
Physician Burnout Prediction	EHR Burnout	HiPAL	HiPAL: A Deep Framework for Physician Burnout Prediction Using Activity Logs in Electronic Health Records	TF	KDD 2022
Crop Yield Prediction	American Crop	GNN-RNN	A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction	None	AAAI 2022
Epidemic Prediction	Globe US-State US-County	CausalGNN	CausalGNN: Causal-based Graph Neural Networks for Spatio-Temporal	Future	AAAI 2022
Soil Moisture Forecasting	Spain USA	DGLR	Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture	Pytorch	IJCAI 2022
Disease Prediction	Disease Tumors	PopNet	PopNet: Real-Time Population-Level Disease Prediction with Data Latency	Pytorch	WWW 2022
FakeNews Detection	Snop PolitiFact	GET	Evidence-aware Fake News Detection with Graph Neural Networks	Keras	WWW 2022
Crime Prediction	NYC Chicago	ST-HSL	Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction	Pytorch	ICDE 2022
Popularity Prediction	WbTopic WbRepost Twitter	HERI-GCN	Deep Popularity Prediction in Multi-Source Cascade with HERI-GCN	Pytorch	ICDE 2022
Parking Pricing	SFMTA SDOT	None	Prediction-based One-shot Dynamic Parking Pricing	None	CIKM 2022
Future Citation	APS AMiner	DGNI	Modeling Dynamic Heterogeneous Graph and Node Importance for Future Citation Prediction	None	CIKM 2022
Pandemic Forecasting	Large-MG	HiSTGNN	Hierarchical Spatio-Temporal Graph Neural Networks for Pandemic Forecasting	None	CIKM 2022
Search Traffic Forecasting	M5 FGSF SQTE	STARDOM	STARDOM: Semantic Aware Deep Hierarchical Forecasting Model for Search Traffic Prediction	None	CIKM 2022
Crime Prediction	NYC Chicago	LTFMs	Locality Aware Temporal FMs for Crime Prediction	None	CIKM 2022
Energy Markets	Nordpool	None	A Graph-based Spatiotemporal Model for Energy Markets	None	CIKM 2022
Denoised Health Risk Prediction	EHR	MedSkim	MedSkim: Denoised Health Risk Prediction via Skimming Medical Claims Data	Pytorch	ICDM 2022
Demand Prediction	E-Commerce M5	Forchestra	A Large-Scale Ensemble Learning Framework for Demand Forecasting	Pytorch	ICDM 2022
Transfer Traffic Flow Prediction	ShanghaiBIKE NanjingBus HaikouDiDi	CCMHC	Exploiting Hierarchical Correlations for Cross-City Cross-Mode Traffic Flow Prediction	Pytorch	ICDM 2022
Precipitation Nowcasting	ERA5 WeatherBench	SCC-ConvLSTM	Spatiotemporal Contextual Consistency Network for Precipitation Nowcasting	Future	ICDM 2022
Transfer Traffic Flow Prediction	Shenzhen HB Chengdu Xian	Mest-GAN	Mest-GAN: Cross-City Urban Traffic Estimation with Meta Spatial-Temporal Generative Adversarial Networks	None	ICDM 2022
Transfer Human Mobility Prediction	Houston Iowa City	STORM-GAN	STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19	Pytorch	ICDM 2022
Transfer Traffic Flow Prediction	Shenzhen HB Chengdu Xian	STrans-GAN	STrans-GAN: Spatially-Transferable Generative Adversarial Networks for Urban Traffic Estimation	None	ICDM 2022
Churn Prediction	Beidian Epinions	CFChurn	A Counterfactual Modeling Framework for Churn Prediction	Pytorch	WSDM 2022
Streaming Traffic Flow	PEMSD3	TrafficStream	TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning	Pytorch	IJCAI 2021
Crime Prediction	NYC Chicago	ST-SHN	Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning	TF	IJCAI 2021
Purchase Intent Forecasting	JD-e-commerce	CHTR	Purchase Intent Forecasting with Convolutional Hierarchical Transformer Networks	None	ICDE 2021
Popularity Prediction	Tmall	ATNN	Adversarial Two-Tower Neural Network for New Item’s Popularity Prediction in E-commerce	None	ICDE 2021
Career Trajectory Prediction	Company Position	TACTP	Variable Interval Time Sequence Modeling for Career Trajectory Prediction: Deep Collaborative Perspective	None	WWW 2021
Health Prediction	NASH AD	UNITE	UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data	Pytorch	WWW 2021
COVID-19 Forecasting	JHUCSSE	HierST	HierST: A Unified Hierarchical Spatial-temporal Framework for COVID-19 Trend Forecasting	Pytorch	CIKM 2021
Failure Prediction	Water Pipe Sewer Pipe	FP	Failure Prediction for Large-scale Water Pipe Networks Using GNN and Temporal Failure Series	None	CIKM 2021
Publication Prediction	CSJ CSC	VPALG	VPALG: Paper-publication Prediction with Graph Neural Networks	None	CIKM 2021
Water Quality Prediction		PDE-DGN	Partial Differential Equation Driven Dynamic Graph Networks for Predicting Stream Water Temperature	None	ICDM 2021
Risk Prediction	COPD HeartFailure KidneyDiseases	HiTANet	HiTANet: Hierarchical Time-Aware Attention Networks for Risk Prediction on Electronic Health Records	Pytorch	KDD 2020
Sales Prediction	anonymized	CARNN	Attention based Multi-Modal New Product Sales Time-series Forecasting	Pytorch	KDD 2020
Economy Prediction	IRS	AMCN	Attentional Multi-graph Convolutional Network for Regional Economy Prediction with Open Migration Data	None	KDD 2020
Food Demand	Ele.me	OFCT	Order Fulfillment Cycle Time Estimation for On-Demand Food Delivery	None	KDD 2020
Parking Prediction	Beijing Shanghai	SHARE	Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction	Pytorch	AAAI 2020
Mortality Risk Prediction	MIMIC-III eICU	DATA-GRU	DATA-GRU: Dual-Attention Time-Aware Gated Recurrent Unit for Irregular Multivariate Time Series	None	AAAI 2020
Parking Prediction	Ningbo Changsha	PewLSTM	PewLSTM: Periodic LSTM with Weather-Aware Gating Mechanism for Parking Behavior Prediction	Pytorch	IJCAI 2020
Health Risk Prediction	MIMIC-III ESRD	StageNet	StageNet: Stage-Aware Neural Networks for Health Risk Prediction	Pytorch	WWW 2020
Micro-video Popularity Prediction	Xigua	MMVED	A Multimodal Variational Encoder-Decoder Framework for Micro-video Popularity Prediction	TF	WWW 2020
Drug Demand Prediction	Wikipedia		Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets	None	WWW 2020
Epidemic Prediction	IDWR CDC US-HHS	Cola-GNN	Cola-GNN: Cross-location Attention based Graph Neural Networks for Long-term ILI Prediction	Pytorch	CIKM 2020
Risk Prediction	HeartFailure KidneyDisease Dementia	LSAN	LSAN: Modeling Long-term Dependencies and Short-term Correlations with Hierarchical Attention for Risk Prediction	Pytorch	CIKM 2020
Lightning Prediction	Lightning	HSTN	A Heterogeneous Spatiotemporal Network for Lightning Prediction	Future	ICDM 2020
Disease Prediction	mPower	RNNODE	Predicting Parkinson’s Disease with Multimodal Irregularly Collected Longitudinal Smartphone Data	None	ICDM 2020
Turbulence Prediction	Turbulence	T^2-Net	T^2-Net: A Semi-Supervised Deep Model for Turbulence Forecasting	None	ICDM 2020
Popularity Prediction	Sina Weibo	CoupledGNN	Popularity Prediction on Social Platforms with Coupled Graph Neural Networks	TF	WSDM 2020
Job Mobility Prediction	Self	HCPNN	A Hierarchical Career-Path-Aware Neural Network for Job Mobility Prediction	Python	KDD 2019
Lightning Prediction	Lightning	LightNet	LightNet: A Dual Spatiotemporal Encoder Network Model for Lightning Prediction	Keras	KDD 2019
Diagnosis Prediction	MIMICIII	MNN	MNN: Multimodal Attentional Neural Networks for Diagnosis Prediction	None	IJCAI 2019
Crime Prediction	CrimeCHI CrimeNYC	NN-CCRF	Neural Network based Continuous Conditional Random Field for Fine-grained Crime Prediction	None	IJCAI 2019
Talent Flow Forecasting	OPNs	ETF	Large-Scale Talent Flow Forecast with Dynamic Latent Factor Model?	None	WWW 2019
Sales Prediction	Snack PG&U	DSF	A Deep Neural Framework for Sales Forecasting in E-Commerce	None	CIKM 2019
Load Prediction	Charging Stations	HCFN	Heterogeneous Components Fusion Network for Load Forecasting of Charging Stations	None	CIKM 2019
Mortality Risk Prediction	PUB MIMIC-III	UA-CRNN	UA-CRNN: Uncertainty-Aware Convolutional Recurrent Neural Network for Mortality Risk Prediction	None	CIKM 2019
House Price Prediction	NYCHouse BJHouse	FTD_DenseNet	An Integrated Model for Urban Subregion House Price Forecasting: A Multi-source Data Perspective	None	ICDM 2019
Water Quality Prediction		TC	Predicting Water Quality for the Woronora Delivery Network with Sparse Samples	None	ICDM 2019

Conferences

❗ It is highly recommended to utilize dblp and Aminer (in Chinese) to search.

Some more useful websites:

• CCF conference deadlines: https://ccfddl.github.io/
• Conference eye (会议之眼): https://www.conferenceeye.cn/#/layout/home
• Call4Papers: http://123.57.137.208/ccf/ccf-8.jsp
• Conference list: http://www.conferencelist.info/upcoming.html
• PMLR: https://proceedings.mlr.press/ （contains ICML, AISTATS, ACML, UAI, etc）

Table of Conferences

Conference (Journal) CCF Ranks

The below table are following the China Computer Federation (CCF) ranks. According to the average quality of the papers and codes, we rank the conferences as follows (don't be rude, I'm talking about the average): NeurIPS>ICML>ICLR>KDD>AAAI>IJCAI>WWW>CIKM>ICDM>WSDM

Note that: AISTATS is CCF C but is top in computational mathematics (such as for probabilistic problems).

ICML

Proceeding Page https://proceedings.mlr.press/ Homepage https://icml.cc

NeurIPS

All Links

ICLR

Finding it on openreview:

Homepage https://openreview.net/group?id=ICLR.cc

KDD

Format : https://www.kdd.org/kdd20xx/accepted-papers

AAAI

IJCAI