AKGR: Awesome Knowledge Graph Reasoning

AKGR is a collection of knowledge graph reasoning works, including papers, codes and datasets 🔥. Any problems, please contact [email protected] or [email protected]. Any other interesting papers or codes are welcome. If you find this repository useful to your research or work, it is really appreciated to star this repository.❤️

🌻 If the corresponding survey paper is also useful for you, please cite:

@article{AKGR,
title={Reasoning over Different Types of Knowledge Graphs: Static, Temporal and Multi-Modal},
author={Liang, Ke and Meng, Lingyuan and Liu, Meng and Liu, Yue and Tu, Wenxuan and Wang, Siwei and Zhou, Sihang and Liu, Xinwang and Sun, Fuchun},
journal={arXiv preprint arXiv:2212.05767},
year={2022}
}

Bookmarks

Survey Papers
Datasets 🔥
- Static Knowledge Graphs
- - Transductive Datasets
- - Inductive Datasets
- Temporal Knowledge Graphs
- Multi-Modal Knowledge Graphs
Static Knowledge Graph Reasoning
- Translational Models
- Tensor Decompositional Models
- Neural Network Models
- - Traditional Neural Network Models
- - Convolutional Neural Network Models
- - Graph Neural Network Models
- - Transformer Models
- Path-based Models
- Rule-based Models
Temporal Knowledge Graph Reasoning
- RNN-based Models
- RNN-agnostic Models
- - Time-Vector Guided Models
- - Time-Operation Guided Models
Multi-Modal Knowledge Graph Reasoning
Useful Libararies

Survey Papers

Year	Title	Venue	Paper	Code
2023	A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal	arXiv	Link	Link
2023	Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs	arXiv	Link	-
2022	Knowledge Graph Reasoning with Logics and Embeddings: Survey and Perspective	arXiv	Link	-
2022	An Overview of Knowledge Graph Reasoning: Key Technologies and Applications	Journal of Sensor and Actuator Networks	Link	-
2021	Neural, symbolic and neural-symbolic reasoning on knowledge graphs	Open AI	Link	-
2020	Hybrid reasoning in knowledge graphs: Combing symbolic reasoning and statistical reasoning	Semantic Web	Link	-
2020	A Review: Knowledge Reasoning over Knowledge Graph	ESWA	Link	-

Back

Datasets

Static KGR Datasets

Transductive Datasets

Dataset	# Entities	# Relations	# Train Triplets	# Val. Triplets	# Test Triplets	# Description
ATOMIC	309515	9	610536	87700	87701	Link
Countries	271	2	1110	24	24	Link
CoDEX-S	2034	42	32888	3654	3656	Link
CoDEX-M	17050	51	185584	20620	20622	Link
CoDEX-L	77951	69	551193	30622	30622	Link
ConceptNet	28370083	36	27259933	3407492	3407492	Link
ConceptNet100K	78334	34	100000	1200	1200	Link
DBpedia50	49900	654	32388	399	10969	Link
DBpedia500	517475	654	3102677	10000	1155937	Link
DB100K	99604	470	597482	49997	50000	Link
FAMILY	3007	12	23483	2038	2835	Link
FB13	75043	13	316232	11816	47464	Link
FB122	9738	122	91638	9595	11243	Link
FB15k	14951	1345	483142	50000	59071	Link
FB20k	19923	1345	472860	48991	90149	Link
FB24k	23634	673	402493	-	21067	Link
FB15K-237	14541	237	272115	17535	20466	Link
FB60K-NYT10	69514	1327	268280	8765	8918	Link
Hetionet	47031	24	1800157	225020	225020	Link
Kinship	104	25	8544	1068	1074	Link
Location	445	5	384	65	65	Link
Nation	14	55	1592	199	201	Link
NELL23K	22925	200	25445	4961	4952	Link
NELL-995	75492	200	126176	5000	5000	Link
OpenBioLink	184765	28	4192002	188394	183011	Link
OpenBG500	249743	500	1242550	5000	5000	Link
OpenBG500-L	2782223	500	47410032	10000	10000	Link
Sport	1039	4	1349	358	358	Link
Toy	280	112	4565	109	152	Link
UMLS	135	46	5216	652	661	Link
UMLS-PubMed	59226	443	2030841	8756	8689	Link
WD-singer	10282	135	16142	2163	2203	Link
WN11	38696	11	110361	5212	21035	Link
WN18	40943	18	141442	5000	5000	Link
WN18RR	40943	11	86835	2924	2824	Link
wikidata5m	4594485	822	20614279	5163	5163	Link
YAGO3-10	123182	37	1079040	4978	4982	Link
YAGO37	123189	37	420623	50000	50000	Link
M-/YAGO39K	85484	39	354997	9341	9364	Link

Back

Inductive Datasets

Dataset		# Entities	# Relations	# Train Triplets	# Val. Triplets	# Test. Triplets	# Description
WN18RRv1	train-graph	2746	9	5410	626	638	Link
WN18RRv1	ind-test-graph	922	9	1618	181	184
WN18RRv2	train-graph	6954	10	15262	1837	1868
WN18RRv2	ind-test-graph	2923	10	4011	407	437
WN18RRv3	train-graph	12078	11	25901	3097	3152
WN18RRv3	ind-test-graph	5084	11	6327	534	601
WN18RRv4	train-graph	3861	9	7940	934	968
WN18RRv4	ind-test-graph	7208	9	12334	1394	1429
FB15k237v1	train-graph	2000	183	4245	485	492
FB15k237v1	ind-test-graph	1500	146	1993	202	201
FB15k237v2	train-graph	3000	203	9739	1166	1180
FB15k237v2	ind-test-graph	2000	176	4145	469	478
FB15k237v3	train-graph	4000	218	17986	2194	2214
FB15k237v3	ind-test-graph	3000	187	7406	866	865
FB15k237v4	train-graph	5000	222	27203	3352	3361
FB15k237v4	ind-test-graph	3500	204	11714	1416	1424
NELL995v1	train-graph	10915	14	4687	414	435
NELL995v1	ind-test-graph	225	14	833	97	96
NELL995v2	train-graph	2564	88	8219	922	968
NELL995v2	ind-test-graph	4937	79	4586	455	476
NELL995v3	train-graph	4647	142	16393	1851	1873
NELL995v3	ind-test-graph	4921	122	8048	811	809
NELL995v4	train-graph	2092	77	7546	876	867
NELL995v4	ind-test-graph	3294	61	7073	716	731
WN-MBE	train-graph	19361	11	35426	8858	-	Link
	ind-test-graph-1	3723	11	5678	-	1352
	ind-test-graph-2	4122	11	6730	-	1874
	ind-test-graph-3	4300	11	7545	-	2054
	ind-test-graph-4	4467	11	8623	-	2493
	ind-test-graph-5	4514	11	9608	-	2762
FB-MBE	train-graph	7203	237	125769	31442	-
	ind-test-graph-1	1458	237	18394	-	9240
	ind-test-graph-2	1461	237	19120	-	9669
	ind-test-graph-3	1467	237	19740	-	9887
	ind-test-graph-4	1467	237	22455	-	11127
	ind-test-graph-5	1471	237	22214	-	11059
NELL-MBE	train-graph	33348	200	88814	22203	-
	ind-test-graph-1	34488	3200	34496	-	3853
	ind-test-graph-2	36031	3200	35411	-	31059
	ind-test-graph-3	37660	3200	36543	-	31277
	ind-test-graph-4	39056	3200	37667	-	31427
	ind-test-graph-5	310616	3200	38876	-	31595

Back

Temporal KGR Datasets

Dataset	# Entities	# Relations	# Timestamps	# Train Triplets	# Val. Triplets	# Test Triplets	# Description
DBpedia-3SP	66967	968	3	103211	3000	-	Link
GDELT	7691	240	8925	1033270	238765	305241	Link
GDELT-small	500	20	366	2735685	341961	341961	Link
GDELT-m10	50	20	30	221132	27608	27926	Link
IMDB-13-3SP	3244455	14	3	7913773	10000	-	Link
IMDB-30SP	243148	14	30	621096	3000	3000	Link
ICSES05-15	10488	251	4017	386962	46092	46275	Link
ICEWS11-14	6738	235	1461	118766	14859	14756	Link
ICSES14	7128	230	365	63685	13823	13222	Link
ICEWS14-Plus	7128	230	365	72826	8941	8963	Link
ICEWS18	23033	256	7272	373018	45995	49545	Link
YOGA11k/YOGA	10623	10	189	161540	19523	20026	Link
YOGA-3SP	27009	37	3	124757	3000	3000	Link
YOGA15k	15403	34	198	110441	13815	13800	Link
YOGA1830	10038	10	205	51205	10973	10973	Link
WIKI/Wikidata12k	12554	24	232	2735685	341961	341961	Link
Wikidata11k	11134	95	328	242844	28748	14283	Link
Wikidata-big	125726	203	1700	323635	5000	5000	Link

Back

Multi-Modal KGR Datasets

Dataset		# Modality	# Entities	# Relations	# Train Triplets	# Val. Triplets	# Test. Triplets	# Description
FB-IMG-TXT		KG	11757	1231	285850	34863	29580	Link
		TXT	11757
		IMG	1175700
FB15k-237-IMG		KG	14541	237	272115	17535	20466	Link
FB15k-237-IMG		IMG	145410	237	272115	17535	20466	Link
IMGpedia		KG	14765300	442959000	3119207705	-	-	Link
IMGpedia		IMG	44295900	442959000	3119207705	-	-	Link
MMKG	MMKG-FB15k	KG	14951	1345	592213	-	-	Link
		Numeric Literal	29395		29395	-	-
		IMG	13444		13444	-	-
	MMKG-DB15k	KG	14777	279	99028	-	-
		Numeric Literal	46121		46121	-	-
		IMG	12841		12841	-	-
	MMKG-Yago15k	KG	15283	32	122886	-	-
		Numeric Literal	48405		48405	-	-
		IMG	11194		11194	-	-
MKG-Wikipedia		KG	15000	169	34196	4274	4276	Link
		TXT	14123
		IMG	14463
MKG-YAGO		KG	15000	28	21310	2663	2665
		TXT	12305
		IMG	14244
OpenBG-IMG		KG	27910	136	230087	5000	14675	Link
		TXT	27910
		IMG	14718
RichPedia		KG	29985	3	119669570	-	-	Link
RichPedia		IMG	2914770	3	119669570	-	-	Link
WN9-IMG-TXT		KG	6555	9	11741	1319	1337	Link
		TXT	6555
		IMG	63225
WN18-IMG		KG	14541	18	141442	5000	5000	Link
WN18-IMG		IMG	145410	18	141442	5000	5000	Link
MovieLens-100k plus		KG	2625	13	100000	-	-	Link
		Numerical	2625
		TXT	1682
		IMG	1651
Yago-10 plus		KG	123182	45	1079040	-	-
		Numerical	111406
		TXT	107326
		IMG	61246

Back

Static Knowledge Graph Reasoning

Translational Models

Year	Model	Title	Venue	Scenario	Paper	Code
2023	CompoundE3D	Knowledge Graph Embedding with 3D Compound Geometric Transformations	arXiv	Transductive	Link	-
2023	EXPRESSIVE	EXPRESSIVE: A SPATIO-FUNCTIONAL EMBEDDING FOR KNOWLEDGE GRAPH COMPLETION	ICLR	Transductive	Link	Link
2022	DualDE	DualDE: Dually Distilling Knowledge Graph Embedding for Faster and Cheaper Reasoning	WSDM	Transductive	Link	-
2022	TripleRE	TripleRE: Knowledge Graph Embeddings via Tripled Relation Vectors	arXiv	Transductive	Link	-
2022	InterHT	InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities	arXiv	Transductive	Link	-
2022	HousE	HousE: Knowledge Graph Embedding with Householder Parameterization	ICML	Transductive	Link	Link
2022	ReflectE	Knowledge graph embedding by reflection transformation	KBS	Transductive	link	-
2022	DensE	DensE: An enhanced non-commutative representation for knowledge graph embedding with adaptive semantic hierarchy	NC	Transductive	link	-
2022	StructurE	Structural context-based knowledge graph embedding for link prediction	NC	Transductive	link	-
2021	HA-RotatE	Hierarchical-aware relation rotational knowledge graph embedding for link prediction	NC	Transductive	link	-
2021	PairRE	PairRE: Knowledge Graph Embeddings via Paired Relation Vectors	ACL	Transductive	link	link
2021	CyclE	Cycle or Minkowski: Which is More Appropriate for Knowledge Graph Embedding	CIKM	Transductive	link	-
2021	MöbiusE	MöbiusE: Knowledge Graph Embedding on Möbius Ring	KBS	Transductive	link	link
2021	*5E**	5 Knowledge Graph Embeddings with Projective Transformations*	AAAI	Transductive	link	-
2021	BiQUE	BiQUE: Biquaternionic Embeddings of Knowledge Graphs	EMNLP	Transductive	link	link
2021	HBE	Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction	EMNLP	Transductive	link	-
2021	RotL	Hyperbolic Geometry is Not Necessary: Lightweight Euclidean-Based Models for Low-Dimensional Knowledge Graph Embeddings	EMNLP	Transductive	link	-
2021	GrpKG	Knowledge Graph Representation Learning as Groupoid: Unifying TransE, RotatE, QuatE, ComplEx	CIKM	Transductive	link	-
2021	MQuadE	MQuadE: a Unified Model for Knowledge Fact Embedding	WWW	Transductive	link	-
2020	ConnectE	Knowledge graph entity typing via learning connecting embeddings	KBS	Transductive	link	-
2020	MAKR	An asymmetric knowledge representation learning in manifold space	IS	Transductive	link	-
2020	HAKE	Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction	AAAI	Transductive	link	link
2020	BoxE	BoxE: A Box Embedding Model for Knowledge Base Completion	NeurIPS	Transductive	link	-
2020	OTE	Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding	ACL	Transductive	link	link
2020	TransRHS	TransRHS: A Representation Learning Method for Knowledge Graphs with Relation Hierarchical Structure	IJCAI	Transductive	link	link
2020	MDE	MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs	ECAI	Transductive	link	link
2020	AprilE	AprilE: Attention with Pseudo Residual Connection for Knowledge Graph Embedding	COLING	Transductive	link	-
2020	RatE	RatE: Relation-Adaptive Translating Embedding for Knowledge Graph Completion	COLING	Transductive	link	-
2020	Rotate3D	Rotate3D: Representing Relations as Rotations in Three-Dimensional Space for Knowledge Graph Embedding	CIKM	Transductive	link	link
2020	LineaRE	LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction	ICDM	Transductive	link	Link
2020	GeomE	Knowledge Graph Embeddings in Geometric Algebras	COLING	Transductive	link	-
2020	SpacEss	Fantastic Knowledge Graph Embeddings and How to Find the Right Space for Them	ISWC	Transductive	link	-
2020	HyperKG	Hyperbolic Knowledge Graph Embeddings for Knowledge Base Completion	ESWC	Transductive	link	link
2019	RotatE	RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	ICLR	Transductive	link	link
2019	TransGate	TransGate: Knowledge Graph Embedding with Shared Gate Structure	AAAI	Transductive	link	-
2019	TransMS	TransMS: Knowledge Graph Embedding for Complex Relations by Multidirectional Semantics	IJCAI	Transductive	link	-
2019	TransW	Composing Knowledge Graph Embeddings via Word Embeddings	arXiv	Inductive	link	-
2019	MuRP	Multi-relational Poincaré Graph Embeddings	NeurIPS	Transductive	link	link
2018	TransAt	Translating Embeddings for Knowledge Graph Completion with Relation Attention Mechanism	IJCAI	Transductive	link	link
2018	TorusE	TorusE: Knowledge Graph Embedding on a Lie Group	AAAI	Transductive	Link	link
2018	TransC	Differentiating Concepts and Instances for Knowledge Graph Embedding	EMNLP	Transductive	link	link
2017	puTransE	Non-Parametric Estimation of Multiple Embeddings for Link Prediction on Dynamic Knowledge Graphs	AAAI	Transductive	link	-
2017	ITransF	An Interpretable Knowledge Transfer Model for Knowledge Base Completion	ACL	Transductive	link	-
2017	CombinE	Representation Learning of Large-Scale Knowledge Graphs via Entity Feature Combinations	CIKM	Transductive	link	-
2017	Trans-RS	Learning Knowledge Embeddings by Combining Limit-based Scoring Loss	CIKM	Transductive	link	-
2016	TransA	Locally Adaptive Translation for Knowledge Graph Embedding	AAAI	Transductive	link	-
2016	TranSparse	Knowledge Graph Completion with Adaptive Sparse Transfer Matrix	AAAI	Transductive	link	-
2016	TransG	TransG: A Generative Model for Knowledge Graph Embedding	ACL	Transductive	link	link
2016	ManifoldE	From One Point to a Manifold: Knowledge Graph Embedding for Precise Link Prediction	IJCAI	Transductive	link	link
2016	FT	Knowledge Graph Embedding by Flexible Translation	KR	Transductive	link	link
2016	lppTrans	A Translation-Based Knowledge Graph Embedding Preserving Logical Property of Relations	NAACL-HLT	Transductive	link	link
2016	STransE	STransE: A Novel Embedding Model of Entities and Relationships in Knowledge Bases	NAACL-HLT	Transductive	link	link
2015	TransD	Knowledge Graph Embedding via Dynamic Mapping Matrix	ACL	Transductive	link	-
2015	TransR	Learning Entity and Relation Embeddings for Knowledge Graph Completion	AAAI	Transductive	link	link
2015	RTransE	Composing Relationships with Translations	EMNLP	Transductive	link	link
2015	KG2E	Learning to Represent Knowledge Graphs with Gaussian Embedding	CIKM	Transductive	link	-
2014	TransM	Transition-based Knowledge Graph Embedding with Relational Mapping Properties	PACLIC	Transductive	link	-
2014	TransH	Knowledge Graph Embedding by Translating on Hyperplanes	AAAI	Transductive	link	-
2013	TransE	Translating Embeddings for Modeling Multi-relational Data	NeurIPS	Transductive	link	-

Back

Tensor Decompositional Models

Year	Model	Title	Venue	Scenario	Paper	Code
2022	QuatRE	QuatRE: Relation-Aware Quaternions for Knowledge Graph Embeddings	WWW	Transductive	Link	Link
2022	GIE	Geometry Interaction Knowledge Graph Embeddings	AAAI	Transductive	Link	Link
2021	HopfE	HopfE: Knowledge Graph Representation Learning using Inverse Hopf Fibrations	CIKM	Transductive	link	link
2021	DualE	Dual Quaternion Knowledge Graph Embeddings	AAAI	Transductive	link	link
2020	SEEK	SEEK: Segmented Embedding of Knowledge Graphs	ACL	Transductive	Link	Link
2020	LowFER	LowFER: Low-rank Bilinear Pooling for Link Prediction	ICML	Transductive	Link	Link
2020	B-CP	A Greedy Bit-flip Training Algorithm for Binarized Knowledge Graph Embeddings	EMNLP	Transductive	Link	-
2020	BTDE	BTDE: Block Term Decomposition Embedding for Link Prediction in Knowledge Graph	ECAI	Transductive	Link	-
2020	MEI	Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	ECAI	Transductive	Link	Link
2019	QuatE	Quaternion Knowledge Graph Embeddings	NeurIPS	Transductive	Link	Link
2019	DihEdral	Relation Embedding with Dihedral Group in Knowledge Graph	ACL	Transductive	Link	-
2019	TuckER	TuckER: Tensor Factorization for Knowledge Graph Completion	EMNLP	Transductive	Link	Link
2019	CrossE	Interaction Embeddings for Prediction and Explanation in Knowledge Graphs	WSDM	Transductive	Link	Link
2018	HOLEX	Expanding Holographic Embeddings for Knowledge Completion	NeurIPS	Transductive	Link	-
2018	SimplE	SimplE Embedding for Link Prediction in Knowledge Graphs	NeurIPS	Transductive	Link	Link
2017	ANALOGY	Analogical Inference for Multi-relational Embeddings	ICML	Transductive	Link	Link
2016	HolE	Holographic Embeddings of Knowledge Graphs	AAAI	Transductive	Link	Link
2016	ComplEx	Complex Embeddings for Simple Link Prediction	ICML	Transductive	Link	Link
2015	DISTMULT	Embedding Entities and Relations for Learning and Inference in Knowledge Bases	ICLR	Transductive	Link	-
2011	RESCAL	A Three-Way Model for Collective Learning on Multi-Relational Data	ICML	Transductive	Link	Link

Back

Neural Network Models

Tranditional NN Models

Year	Model	Title	Venue	Scenario	Paper	Code
2017	ProjE	ProjE: Embedding Projection for Knowledge Graph Completion	AAAI	Transductive	Link	Link
2016	NAM	Probabilistic Reasoning via Deep Learning: Neural Association Models	arXiv	Transductive	Link	-
2013	SME	A semantic matching energy function for learning with multi-relational data	Machine Learning	Transductive	Link	-
2013	NTN	Reasoning With Neural Tensor Networks for Knowledge Base Completion	NeurIPS	Transductive	Link	-

Back

CNN Models

Year	Model Name	Title	Venue	Scenario	Paper	Code
2023	ConvRot	Knowledge graph embedding by relational rotation and complex convolution for link prediction	Expert Syst Appl	Transductive	Link	Link
2021	ConE	ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs	NeurIPS	Transductive	Link	-
2021	ConEx	Convolutional Complex Knowledge Graph Embeddings	ESWC	Transductive	Link	Link
2020	InteractE	InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions	AAAI	Transductive	Link	Link
2019	ConvR	Adaptive Convolution for Multi-Relational Learning	NAACL-HLT	Transductive	Link	-
2019	HypER	Hypernetwork Knowledge Graph Embeddings	ICANN	Transductive	Link	-
2018	ConvKB	A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network	NAACL-HLT	Transductive	Link	Link
2018	ConvE	Convolutional 2D Knowledge Graph Embeddings	AAAI	Transductive	Link	Link

Back

GNN Models

Year	Model	Title	Venue	Scenario	Paper	Code
2023	REPORT	Inductive Relation Prediction from Relational Paths and Context with Hierarchical Transformer	arXiv	Inductive	Link	-
2023	DEKG-ILP	Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	ICDE	Inductive	Link	Link
2023	RMPI	Relational Message Passing for Fully Inductive Knowledge Graph Completion	ICDE	Inductive	Link	Link
2023	TransEQ	TWO BIRDS, ONE STONE: AN EQUIVALENT TRANSFORMATION FOR HYPER-RELATIONAL KNOWLEDGE GRAPH MODELING	arXiv	Transductive	Link	-
2022	LogCo	Inductive Relation Prediction with Logical Reasoning Using Contrastive Representations	EMNLP	Inductive	Link	Link
2022	NoGE	Node Co-occurrence based Graph Neural Networks for Knowledge Graph Link Prediction	WSDM	Transductive	Link	-
2022	SGI	Subgraph Representation Learning with Hard Negative Samples for Inductive Link Prediction	ICASSP	Inductive	Link	-
2022	RED-GNN	Knowledge Graph Reasoning with Relational Digraph	WWW	Inductive	Link	Link
2022	ConGLR	Incorporating Context Graph with Logical Reasoning for Inductive Relation Prediction	SIGIR	Inductive	Link	-
2022	CFAG	Exploring Relational Semantics for Inductive Knowledge Graph Completion	AAAI	Inductive	Link	-
2022	IKGE	Open-world knowledge graph completion for unseen entities and relations via attentive feature aggregation	IS	Inductive	Link	-
2022	MorsE	Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding	SIGIR	Inductive	Link	Link
2022	BERTRL	Inductive Relation Prediction by BERT	AAAI	Inductive	Link	Link
2022	CBGNN	CYCLE REPRESENTATION LEARNING FOR INDUCTIVE RELATION PREDICTION	ICLR Worshop	Inductive	Link	-
2022	SNRI	Subgraph Neighboring Relations Infomax for Inductive Link Prediction on	IJCAI	Inductive	Link	Link
2022	TEMP	Type-aware Embeddings for Multi-Hop Reasoning over Knowledge Graphs	arXiv	Inductive	Link	Link
2022	Meta-iKG	Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning	TKDE	Inductive	Link	-
2022	CSR	Few-shot Relational Reasoning via Connection Subgraph Pretraining	NeurIPs	Inductive	Link	Link
2021	KE-GCN	Knowledge Embedding Based Graph Convolutional Network	WWW	Transductive	Link	Link
2021	DisenKGAT	DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention Network	CIKM	Transductive	Link	Link
2021	M2GNN	Mixed-Curvature Multi-Relational Graph Neural Network for Knowledge Graph Completion	WWW	Transductive	Link	-
2021	HRFN	Meta-Learning Based Hyper-Relation Feature Modeling for Out-of-Knowledge-Base Embedding	CIKM	Inductive	Link	-
2021	GEN	Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction	NeurIPs	Inductive	Link	Link
2021	SRGCN	SRGCN: Graph-based multi-hop reasoning on knowledge graphs	NC	Transductive	Link	-
2021	TRAR	Target relational attention-oriented knowledge graph reasoning	NC	Transductive	Link	-
2021	KompaRe	KompaRe: A Knowledge Graph Comparative Reasoning System	KDD	Transductive	Link	-
2021	INDIGO	INDIGO: GNN-Based Inductive Knowledge Graph Completion Using Pair-Wise Encoding	NeurIPs	Inductive	Link	-
2021	NBF-Net	Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction	NeurIPs	Inductive	Link	Link
2021	CoMPILE	Communicative Message Passing for Inductive Relation Reasoning	AAAI	Inductive	Link	Link
2021	TACT	Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge Graphs	AAAI	Inductive	Link	Link
2021	RPC-IR	Learning First-Order Rules with Relational Path Contrast for Inductive Relation Reasoning	TNNLS	Inductive	Link	-
2020	DPMPN	Dynamically Pruned Message Passing Networks for Large-scale Knowledge Graph Reasoning	ICLR	Transductive	Link	Link
2020	RGHAT	Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion	AAAI	Transductive	Link	-
2020	GAEAT	GAEAT: Graph Auto-Encoder Attention Networks for Knowledge Graph Completion	cikm	Transductive	Link	-
2020	COMPGCN	Composition-based Multi-Relational Graph Convolutional Networks	ICLR	Transductive	Link	Link
2020	GraIL	Inductive Relation Prediction by Subgraph Reasoning	ICML	Inductive	Link	Link
2019	M-GNN	Robust Embedding with Multi-Level Structures for Link Prediction	IJCAI	Transductive	Link	-
2019	SACN	End-to-End Structure-Aware Convolutional Networks for Knowledge Base Completion	AAAI	Transductive	Link	Link
2019	A2N	A2N: Attending to Neighbors for Knowledge Graph Inference	ACL	Transductive	Link	-
2019	KBGAT	Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs	ACL	Transductive	Link	Link
2019	TransGCN	TransGCN: Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction	K-CAP	Transductive	Link	-
2019	LAN	Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding	AAAI	Inductive	Link	Link
2018	RGCN	Modeling Relational Data with Graph Convolutional Networks	ESWC	Transductive	Link	Link
2017	-	Knowledge Transfer for Out-of-Knowledge-Base Entities: A Graph Neural Network Approach	IJCAI	Inductive	Link	Link

Back

Transformer Models

Year	Model	Title	Venue	Scenario	Paper	Code
2023	iHT	Pre-training Transformers for Knowledge Graph Completion	arXiv	Inductive	Link	-
2023	LambdaKG	LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph Embeddings	arXiv	Transductive	Link	Link
2022	Ruleformer	Ruleformer: Context-aware Rule Mining over Knowledge Graph	COLING	Transductive	Link	Link
2022	kgTransformer	Mask and Reason: Pre-Training Knowledge Graph Transformers for Complex Logical Queries	KDD	Inductive	Link	Link
2022	Kformer	Kformer: Knowledge Injection in Transformer Feed-Forward Layers	NLPCC	Transductive	Link	Link
2022	KPGT	KPGT: Knowledge-Guided Pre-training of Graph Transformer for Molecular Property Prediction	COLING	Transductive	Link	-
2020	-	Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language Models	COLING	Transductive	Link	-
2020	CoKE	CoKE: Contextualized Knowledge Graph Embedding	arXiv	Transductive	Link	Link
2020	KG-BERT	KG-BERT: BERT for knowledge graph completion	AAAI	Transductive	Link	Link

Back

Path-based Models

Year	Model	Title	Venue	Scenario	Paper	Code
2022	CURL	Learning to Walk with Dual Agents for Knowledge Graph Reasoning	AAAI	Transductive	Link	Link
2019	CPL	Collaborative policy learning for open knowledge graph reasoning	EMNLP	Transductive	Link	Link
2018	DIVA	Variational Knowledge Graph Reasoning	NAACL	Transductive	Link	-
2018	MINERVA	Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning	ICLR	Transductive	Link	Link
2018	Multi-Hop	Multi-Hop Knowledge Graph Reasoning with Reward Shaping	EMNLP	Transductive	Link	Link
2018	M-Walk	M-Walk: Learning to walk over graphs using monte carlo tree search	NeurIPS	Transductive	Link	Link
2017	LogSumExp	Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks	EACL	Transductive	Link	Link
2017	DeepPath	DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning	EMNLP	Transductive	Link	Link
2015	RNNPRA	Compositional Vector Space Models for Knowledge Base Completion	AAAI	Transductive	Link	-
2014	ProPPR	Incorporating Vector Space Similarity in Random Walk Inference over Knowledge Bases	EMNLP	Transductive	Link	-
2010	PRA	Relational retrieval using a combination of path-constrained random walks	Machine Learning	Transductive	Link	-

Back

Rule-based Models

Year	Model	Title	Venue	Scenario	Paper	Code
2023	NCRL	NEURAL COMPOSITIONAL RULE LEARNING FOR KNOWLEDGE GRAPH REASONING	ICLR	Inductive	Link	Link
2023	RulE	Neural-Symbolic Knowledge Graph Reasoning with Rule Embedding	arXiv	Inductive	Link	Link
2022	RLogic	RLogic: Recursive Logical Rule Learning from Knowledge Graphs	KDD	Inductive	Link	-
2021	RNNLOGIC	RNNLOGIC: LEARNING LOGIC RULES FOR REASONING ON KNOWLEDGE GRAPHS	ICLR	Inductive	Link	Link
2020	Neural-Num-LP	Differentiable learning of numerical rules in knowledge graphs	ICLR	Inductive	Link	-
2020	ExpressGNN	Efficient probabilistic logic reasoning with graph neural networks	ICLR	Inductive	Link	Link
2019	IterE	Iteratively learning embeddings and rules for knowledge graph reasoning,	WWW	Inductive	Link	Link
2019	pLogicNet	Probabilistic logic neural networks for reasoning	NeurIPS	Inductive	Link	Link
2019	DRUM	DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs	NeurIPS	Inductive	Link	Link
2019	RLvLR	An Embedding-based Approach to Rule Learning in Knowledge Graphs	TKDE	Inductive	Link	-
2018	RuleN	Fine-Grained Evaluation of Rule- and Embedding-Based Systems for Knowledge Graph Completion	ISWC	Inductive	Link	-
2018	RUGE	Knowledge graph embedding with iterative guidance from soft rules	AAAI	Inductive	Link	Link
2017	NTP	End-to-end differentiable proving	NeurIPS	Inductive	Link	-
2017	NeuralLP	Differentiable learning of logical rules for knowledge base reasoning	NeurIPS	Inductive	Link	Link
2016	KALE	Jointly embedding knowledge graphs and logical rules	EMNLP	Inductive	Link	Link
2013	AMIE	AMIE: association rule mining under incomplete evidence in ontological knowledge bases	WWW	Inductive	Link	Link

Back

Temporal Knowledge Graph Reasoning

RNN-based Models

Year	Model	Title	Venue	Scenario	Paper	Code
2023	HGLS	Learning Long- and Short-term Representations for Temporal Knowledge Graph Reasoning	WWW	Extrapolation	Link	-
2023	RETIA	RETIA: Relation-Entity Twin-Interact Aggregation for Temporal Knowledge Graph Extrapolation	ICDE	Extrapolation	Link	Link
2023	TILP	TILP: DIFFERENTIABLE LEARNING OF TEMPORAL LOGICAL RULES ON KNOWLEDGE GRAPHS	ICLR	Extrapolation	Link	-
2022	SPA	Search to Pass Messages for Temporal Knowledge Graph Completion	EMNLP Findings	Interpolation	Link	Link
2022	HiSMatch	HiSMatch: Historical Structure Matching based Temporal Knowledge Graph Reasoning	arXiv	Extrapolation	Link	-
2022	TiRGN	TiRGN: Time-Guided Recurrent Graph Network with Local-Global Historical Patterns for Temporal Knowledge Graph Reasoning	IJCAI	Extrapolation	Link	Link
2022	ExKGR	ExKGR: Explainable Multi-hop Reasoning for Evolving Knowledge Graph	DASFAA	Interpolation	Link	Link
2022	TRHyTE	TRHyTE: Temporal Knowledge Graph Embedding Based on Temporal-Relational Hyperplanes	DASFAA	Interpolation	Link	-
2022	EvoKG	EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs	WSDM	Extrapolation	Link	Link
2021	TPmod	TPmod: A Tendency-Guided Prediction Model for Temporal Knowledge Graph Completion	TKDD	Interpolation	Link	Link
2021	TimeTraveler	TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting	EMNLP	Extrapolation	Link	Link
2021	CluSTeR	Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs	ACL	Extrapolation	Link	-
2021	RE-GCN	Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning	SIGIR	Extrapolation	Link	Link
2021	HIP	HIP Network: Historical Information Passing Network for Extrapolation Reasoning on Temporal Knowledge Graph	IJCAI	Extrapolation	Link	Link
2021	Tpath	Multi-hop reasoning over paths in temporal knowledge graphs using reinforcement learning	Applied Soft Computing	Interpolation	Link	-
2020	GHNN	Graph Hawkes Neural Network for Forecasting on Temporal Knowledge Graphs	AKBC	Extrapolation	Link	-
2020	Glean	Dynamic Knowledge Graph based Multi-Event Forecasting	KDD	Extrapolation	Link	-
2020	EvolveGCN	EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs	AAAI	Extrapolation	Link	Link
2020	TeMP	TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion	EMNLP	Interpolation	Link	Link
2020	RE-NET	Recurrent Event Network: Autoregressive Structure Inferenceover Temporal Knowledge Graphs	EMNLP	Extrapolation	Link	Link
2020	DacKGR	Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph	EMNLP	Interpolation	Link	Link
2018	TA-DISTMULT	Learning Sequence Encoders for Temporal Knowledge Graph Completion	EMNLP	Interpolation	Link	-
2018	TTransE	Learning Sequence Encoders for Temporal Knowledge Graph Completion	EMNLP	Interpolation	Link	Link
2017	Know-Evolve	Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs	ICML	Extrapolation	Link	-

Back

RNN-agnostic Models

Time-Vector Guided Models

Year	Model	Title	Venue	Scenario	Paper	Code
2023	DREAM	DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning	SIGIR	Exterpolation	Link	-
2022	TLT-KGE	Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	CIKM	Interpolation	Link	Link
2022	TempoQR	TempoQR: Temporal Question Reasoning over Knowledge Graphs	AAAI	Interpolation	Link	Link
2022	BoxTE	Temporal Knowledge Graph Completion Using Box Embeddings	AAAI	Interpolation	Link	-
2022	TuckERTNT	Tucker decomposition-based temporal knowledge graph completion	KBS	Interpolation	Link	-
2022	RotateQVS	RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion	ACL	Interpolation	Link	-
2021	ChronoR	ChronoR: Rotation Based Temporal Knowledge Graph Embedding	AAAI	Interpolation	Link	-
2021	DBKGE	Learning Dynamic Embeddings for Temporal Knowledge Graphs	WSDM	Interpolation	Link	-
2021	CyGNet	Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks	AAAI	Extrapolation	Link	Link
2021	T-GAP	Learning to Walk across Time for Interpretable Temporal Knowledge Graph Completion	SIGIR	Interpolation	Link	Link
2021	-	Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework	EMNLP	Interpolation	Link	-
2021	xERTE	Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs	ICLR	Extrapolation	Link	Link
2020	-	Towards Temporal Knowledge Graph Embeddings with Arbitrary Time Precision	CIKM	Interpolation	Link	Link
2020	TNTComplEx	Tensor Decompositions for Temporal Knowledge Base Completion	ICLR	Interpolation	Link	Link
2018	-	Deriving Validity Time in Knowledge Graph	WWW	Interpolation	Link	-

Back

Time-Operation Guided Models

Year	Model	Title	Venue	Scenario	Paper	Code
2022	GHT	Graph Hawkes Transformer for Extrapolated Reasoning on Temporal Knowledge Graphs	ACL	Extrapolation	Link	-
2022	CENET	Temporal Knowledge Graph Reasoning with Historical Contrastive Learnings	AAAI	Extrapolation	Link	-
2022	DA-Net	DA-Net: Distributed Attention Network for Temporal Knowledge Graph Reasonings	CIKM	Extrapolation	Link	-
2022	MetaTKGR	Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs	arXiv	Extrapolation	Link	-
2022	rGalT	Modeling Precursors for Temporal Knowledge Graph Reasoning via Auto-encoder Structure	IJCAI	Extrapolation	Link	-
2022	FILT	Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information	AKBC	Interpolation	Link	-
2022	TKGC-AGP	Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding	COLING	Interpolation	Link	-
2022	Tlogic	TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge	AAAI	Extrapolation	Link	Link
2022	DKGE	Efficiently embedding dynamic knowledge graphs	KBS	Interpolation	Link	Link
2022	CEN	Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning	ACL	Extrapolation	Link	Link
2021	TPRec	Time-aware Path Reasoning on Knowledge Graph for Recommendations	TOIS	Extrapolation	Link	-
2021	-	Spatial-Temporal Attention Network for Temporal Knowledge Graph Completion	DASFAA	Interpolation	Link	-
2021	TIE	TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion	SIGIR	Interpolation	Link	Link
2021	TeLM	Temporal Knowledge Graph Completion using a Linear Temporal Regularizer and Multivector Embeddings	NAACL	Interpolation	Link	Link
2021	RTFE	RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion	NAACL	Interpolation	Link	-
2021	TANGO	Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs	EMNLP	Extrapolation	Link	Link
2020	DyERNIE	DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion	EMNLP	Interpolation	Link	-
2020	-	Explainable Link Prediction for Emerging Entities in Knowledge Graphs	ISWC	Interpolation	Link	Link
2020	TDGNN	Continuous-Time Link Prediction via Temporal Dependent Graph Neural Network	WWW	Extrapolation	Link	Link
2020	-	Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction	EMNLP	Extrapolation	Link	-
2020	ATiSE	Temporal Knowledge Graph Completion Based on Time Series Gaussian Embedding	ISWC	Interpolation	Link	Link
2020	Diachronic embeddings	Diachronic Embedding for Temporal Knowledge Graph Completion	AAAI	Interpolation	Link	Link
2020	TeRo	TeRo: A Time-aware Knowledge Graph Embedding via Temporal Rotation	COLING	Interpolation	Link	Link
2019	DyRep	DyRep: Learning Representations over Dynamic Graphs	ICLR	Extrapolation	Link	-
2018	HyTE	HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	EMNLP	Interpolation	Link	-
2018	ChronoTranslate	Temporal reasoning over event knowledge graphs	KBCOM	Interpolation	Link	-

Back

Multi-Modal Knowledge Graph Reasoning

Year	Model	Title	Venue	Paper	Code
2023	IMF	IMF: Interactive Multimodal Fusion Model for Link Prediction	WWW	Link	Link
2023	--	Multimodal Biological Knowledge Graph Completion via Triple Co-attention Mechanism	ICDE	Link	-
2022	MarT	Multimodal Analogical Reasoning over Knowledge Graphs	ICLR	Link	Link
2022	Knowledge-CLIP	Contrastive Language-Image Pre-Training with Knowledge Graphs	NeurIPs	Link	-
2022	MMKGR	MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning	arXiv	Link	-
2022	DRAGON	Deep Bidirectional Language-Knowledge Graph Pretraining	NeurIPS	Link	Link
2022	MMKRL	MMKRL: A robust embedding approach for multi-modal knowledge graph representation learning	Applied Intelligence	Link	-
2022	MKGRL-MS	Multi-modal knowledge graphs representation learning via multi-headed self-attention	Information Fusion	Link	-
2022	ZSMMKG	Improving Zero-Shot Phrase Grounding via Reasoning on External Knowledge and Spatial Relations	AAAI	Link	-
2022	OTKGE	OTKGE: Multi-modal Knowledge Graph Embeddings via Optimal Transport	NeurIPs	Link	Link
2022	MM-RNS	Relation-enhanced Negative Sampling for Multimodal Knowledge Graph Completion	MM	Link	-
2022	CKGC	Cross-modal Knowledge Graph Contrastive Learning for Machine Learning Method Recommendation	MM	Link	-
2022	MSNEA	Multi-modal Siamese Network for Entity Alignment	KDD	Link	Link
2022	MuKEA	MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering	CVPR	Link	Link
2022	MKGformer	Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion	SIGIR	Link	Link
2022	HRGAT	Hyper-node Relational Graph Atention Network for Multi-modal Knowledge Graph Completion	ACM Transactions on Multimedia Computing, Communications, and Applications	Link	Link
2022	TMEG	Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension	ACL	Link	-
2022	MoSE	MoSE: Modality Split and Ensemble for Multimodal Knowledge Graph Completion	EMNLP	Link	Link
2022	VBKGC	Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling	KDD	Link	-
2022	MCLEA	Multi-modal Contrastive Representation Learning for Entity Alignment	COLING	Link	Link
2021	RSME	Is Visual Context Really Helpful for Knowledge Graph? A Representation Learning Perspective	MM	Link	Link
2021	-	Explicit Knowledge Incorporation for Visual Reasoning	CVPR	Link	-
2021	EVA	Visual Pivoting for (Unsupervised) Entity Alignment	AAAI	Link	Link
2021	Krisp	Krisp: Integrating implicit and symbolic knowledge for open domain knowledge-based vqa	CVPR	Link	-
2021	HMEA	Multi-modal Entity Alignment in Hyperbolic Space	arXiv	Link	-
2020	Mucko	Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering	IJCAI	Link	Link
2020	GRUC	Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering	PR	Link	-
2020	-	Do Dogs have Whiskers? A New Knowledge Base of hasPart Relations	arXiv	Link	-
2020	MMEA	MMEA: Entity Alignment for Multi-modal Knowledge Graph	ICKSEM	Link	-
2020	MRCGN	End-to-End Entity Classification on Multimodal Knowledge Graphs	arXiv	Link	Link
2020	MKGAT	Multi-modal Knowledge Graphs for Recommender Systems	CIKM	Link	-
2019	GQA	GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering	CVPR	Link	Link
2019	VSUA	Aligning Linguistic Words and Visual Semantic Units for Image Captioning	MM	Link	Link
2019	KVQA	KVQA: Knowledge-Aware Visual Question Answering	AAAI	Link	Link
2019	-	Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs	AKBC	Link	Link
2019	-	MMKG: Multi-Modal Knowledge Graphs	ESWC	Link	Link
2019	MKRL	Knowledge representation learning with entity descriptions, hierarchical types, and textual relations	Information Processing & Management	Link	-
2019	TransAE	Multimodal Data Enhanced Representation Learning for Knowledge Graphs	ACL	Link	Link
2018	MKBE	Embedding Multimodal Relational Data for Knowledge Base Completion	ACL	Link	Link
2018	MTRL	A multimodal translation-based approach for knowledge graph representation learning	SEM	Link	Link
2018	KR-AMD	Representation learning of knowledge graphs with entity attributes and multimedia descriptions	BigMM	Link	-
2017	KB-VQA	Explicit Knowledge-based Reasoning for Visual Question Answering	IJCAI	Link	-
2017	KBLRN	KBLRN: End-to-End Learning of Knowledge Base Representations with Latent, Relational, and Numerical Features	AUAI	Link	-
2016	IKRL	Image-embodied Knowledge Representation Learning	IJCAI	Link	Link
2016	DKRL	Representation Learning of Knowledge Graphs with Entity Descriptions	AAAI	Link	Link
2016	CKE	Collaborative Knowledge Base Embedding for Recommender Systems	SIGKDD	Link	-

Back

Useful Libararies

LibKGE code
OpenKE code
PyKEEN code
Pykg2vec code
GraphVite code
Scikit-KGE code
AmpliGraph code

Back

LIANGKE23/Awesome-Knowledge-Graph-Reasoning

LIANGKE23

Reviews

Repository Details

AKGR: Awesome Knowledge Graph Reasoning

Bookmarks

Survey Papers

Datasets

Static KGR Datasets

Transductive Datasets

Inductive Datasets

Temporal KGR Datasets

Multi-Modal KGR Datasets

Static Knowledge Graph Reasoning

Translational Models

Tensor Decompositional Models

Neural Network Models

Tranditional NN Models

CNN Models

GNN Models

Transformer Models

Path-based Models

Rule-based Models

Temporal Knowledge Graph Reasoning

RNN-based Models

RNN-agnostic Models

Time-Vector Guided Models

Time-Operation Guided Models

Multi-Modal Knowledge Graph Reasoning

Useful Libararies

More Repositories