AKGR: Awesome Knowledge Graph Reasoning

AKGR is a collection of knowledge graph reasoning works, including papers, codes and datasets :fire:. Any problems, please contact liangke200694@126.com or liangke200694@gmail.com. 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.:heart:

<div align="center"> <img src="./logo_new.png" width=100% /> </div>

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

@ARTICLE{10577554,
  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 and He, Kunlun},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multi-Modal}, 
  year={2024},
  volume={},
  number={},
  pages={1-20},
  doi={10.1109/TPAMI.2024.3417451}}

Bookmarks <span id="bookmarks"></span>

• Survey Papers
• Datasets :fire:
• • 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
• • • Quadruple-based Models
• • • Path-based Models
• • • Graph-based Models
• • RNN-agnostic Models
• • • Time-Vector Guided Models
• • • Time-Operation Guided Models
• Multi-Modal Knowledge Graph Reasoning
• • Transformer-agnostic Models
• • Transformer-based Models
• Useful Libararies

Survey Papers <span id="survey-papers-"></span>

Year	Title	Venue	Paper	Code
2024	A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal (Ours)	TPAMI	Link	Link
2023	Unifying Large Language Models and Knowledge Graphs: A Roadmap	arXiv	Link	Link
2023	A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	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	-

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Datasets <span id="datasets-"></span>

Static KGR Datasets <span id="static-knowledge-graphs-"></span>

Transductive Datasets <span id="transductive-datasets-"></span>

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