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rtdl
Research on Tabular Deep Learning: Papers & Packagesddpm-segmentation
Label-Efficient Semantic Segmentation with Diffusion Models (ICLR'2022)tab-ddpm
[ICML 2023] The official implementation of the paper "TabDDPM: Modelling Tabular Data with Diffusion Models"rtdl-num-embeddings
(NeurIPS 2022) On Embeddings for Numerical Features in Tabular Deep Learningnavigan
Navigating the GAN Parameter Space for Semantic Image Editingtabular-dl-tabr
The implementation of "TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning"rtdl-revisiting-models
(NeurIPS 2021) Revisiting Deep Learning Models for Tabular Dataswarm
Official code for "SWARM Parallelism: Training Large Models Can Be Surprisingly Communication-Efficient"DeDLOC
Official code for "Distributed Deep Learning in Open Collaborations" (NeurIPS 2021)RuLeanALBERT
RuLeanALBERT is a pretrained masked language model for the Russian language that uses a memory-efficient architecture.heterophilous-graphs
A Critical Look at the Evaluation of GNNs under Heterophily: Are We Really Making Progress?invertible-cd
[NeurIPS'2024] Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 StepsGBDT-uncertainty
specexec
tabred
A Benchmark of Tabular Machine Learning in-the-Wild with real-world industry-grade tabular datasetsDVAR
Official implementation of "Is This Loss Informative? Faster Text-to-Image Customization by Tracking Objective Dynamics" (NeurIPS 2023)sparqling-queries
This repo in the implementation of EMNLP'21 paper "SPARQLing Database Queries from Intermediate Question Decompositions" by Irina Saparina, Anton Osokinmoshpit-sgd
"Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices", official implementationadaptive-diffusion
[CVPR'2024] Adaptive Teacher-Student Collaboration for Text-Conditional Diffusion Modelsgan-transfer
Supplementary code for "When, Why, and Which Pretrained GANs Are Useful?" (ICLR'22)vqdm
Official repository for VQDM:Accurate Compression of Text-to-Image Diffusion Models via Vector Quantization paperbtard
Code for the paper "Secure Distributed Training at Scale" (ICML 2022)structural-graph-shifts
Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts (NeurIPS'23)crosslingual_winograd
"It's All in the Heads" (Findings of ACL 2021), official implementation and datagan_vs_diff_sr
Does Diffusion Beat GAN in Image Super Resolution?distill-nf
Code for the paper: Distilling the Knowledge from Conditional Normalizing Flowsclassification-measures
Official implementation and data for 'Good Classification Measures and How to Find Them' (NeurIPS 2021)text-to-img-hypernymy
Official code for "Hypernymy Understanding Evaluation of Text-to-Image Models via WordNet Hierarchy"tabm
TabM: Advancing Tabular Deep Learning With Parameter-Efficient Ensemblingdnar
The implementation of "Discrete Neural Algorithmic Reasoning"learnable-init
Code for the paper: Discovering Weight Initializers with Meta-Learningmind-your-format
Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvementsproxy-dirichlet-distillation
Implementation of "Scaling Ensemble Distribution Distillation to Many Classes with Proxy Targets" (NeurIPS 2021) and "Uncertainty Estimation in Autoregressive Structured Prediction" (ICLR 2021)tabgraphs
A new benchmark of meaningful tabular datasets with known graph structuremsr
An official repository of "Multi-Sentence Resampling: A Simple Approach to Alleviate Dataset Length Bias and Beam-Search Degradation"Love Open Source and this site? Check out how you can help us