% Key papers for Temporal knowledge graph reasoning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2019_explainable_101755, title = {{Explainable Reasoning over Knowledge Graphs for Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4470}, } @inproceedings{aaai2021_learning_906, title = {{Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/04732-learning-from-history-modeling-temporal-knowledge-graphs-with-sequential-copy-generation-networks/}, } @inproceedings{aaai2022_tlogic_2806, title = {{TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/04120-tlogic-temporal-logical-rules-for-explainable-link-forecasting-on-temporal-knowledge-graphs/}, } @inproceedings{aaai2023_temporal_4785, title = {{Temporal Knowledge Graph Reasoning with Historical Contrastive Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25601}, } @inproceedings{aaai2021_kan_826, title = {{KAN: Knowledge-aware Attention Network for Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/00081-kan-knowledge-aware-attention-network-for-fake-news-detection/}, } @inproceedings{aaai2021_chronor_244, title = {{ChronoR: Rotation Based Temporal Knowledge Graph Embedding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/06471-chronor-rotation-based-temporal-knowledge-graph-embedding/}, } @inproceedings{aaai2022_jaket_2273, title = {{JAKET: Joint Pre-training of Knowledge Graph and Language Understanding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11630-jaket-joint-pre-training-of-knowledge-graph-and-language-understanding/}, } @inproceedings{aaai2020_casie_103091, title = {{CASIE: Extracting Cybersecurity Event Information from Text}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6401}, } @inproceedings{aaai2019_colnet_99672, title = {{ColNet: Embedding the Semantics of Web Tables for Column Type Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3765}, } @inproceedings{icml2017_know_36239, title = {{Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/882}, } @inproceedings{aaai2018_does_105826, title = {{Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning With Confidence}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11924}, } @inproceedings{aaai2021_dynamic_479, title = {{Dynamic Knowledge Graph Alignment}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/04564-dynamic-knowledge-graph-alignment/}, } @inproceedings{aaai2023_skier_4578, title = {{SKIER: A Symbolic Knowledge Integrated Model for Conversational Emotion Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26541}, } @inproceedings{iclr2021_explainable_30638, title = {{Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/3378}, } @inproceedings{aaai2022_tempoqr_2815, title = {{TempoQR: Temporal Question Reasoning over Knowledge Graphs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/05825-tempoqr-temporal-question-reasoning-over-knowledge-graphs/}, } @inproceedings{aaai2017_radon_99769, title = {{Radon – Rapid Discovery of Topological Relations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10478}, } @inproceedings{aaai2017_marrying_99786, title = {{Marrying Uncertainty and Time in Knowledge Graphs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10495}, } @inproceedings{aaai2017_efficiently_105807, title = {{Efficiently Answering Technical Questions — A Knowledge Graph Approach}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10956}, } @inproceedings{aaai2023_grlstm_3756, title = {{GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25624}, } @inproceedings{aaai2021_graph_688, title = {{Graph-Evolving Meta-Learning for Low-Resource Medical Dialogue Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/13362-graph-evolving-meta-learning-for-low-resource-medical-dialogue-generation/}, } @inproceedings{aaai2024_mkg_6584, title = {{MKG-FENN: A Multimodal Knowledge Graph Fused End-to-End Neural Network for Accurate Drug–Drug Interaction Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28887}, } @inproceedings{aaai2024_teilp_7476, title = {{TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29544}, } @inproceedings{aaai2024_knowledge_6381, title = {{Knowledge Graph Error Detection with Contrastive Confidence Adaption}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28729}, } @inproceedings{aaai2024_question_7046, title = {{Question Calibration and Multi-Hop Modeling for Temporal Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29903}, } @inproceedings{aaai2024_beyond_5282, title = {{Beyond Entities: A Large-Scale Multi-Modal Knowledge Graph with Triplet Fact Grounding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29828}, } @inproceedings{iclr2024_graphcare_35461, title = {{GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17612}, } @inproceedings{aaai2025_cogntke_8447, title = {{CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33624}, } @inproceedings{neurips2025_kggen_77909, title = {{KGGen: Extracting Knowledge Graphs from Plain Text with Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=YyhRJXxbpi}, } @inproceedings{neurips2025_gfm_74716, title = {{GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=0QNmAvQQqj}, } @inproceedings{neurips2024_decrl_72430, title = {{DECRL: A Deep Evolutionary Clustering Jointed Temporal Knowledge Graph Representation Learning Approach}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94926}, } @inproceedings{aaai2024_knowledge_6386, title = {{Knowledge-Aware Neuron Interpretation for Scene Classification}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27965}, } @inproceedings{neurips2024_construction_71327, title = {{Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95920}, } @inproceedings{aaai2026_graphrag_106172, title = {{GraphRAG-Induced Dual Knowledge Structure Graphs for Personalized Learning Path Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38479}, } @inproceedings{neurips2024_text2nkg_72427, title = {{Text2NKG: Fine-Grained N-ary Relation Extraction for N-ary relational Knowledge Graph Construction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94929}, } @inproceedings{neurips2024_pagerank_72461, title = {{PageRank Bandits for Link Prediction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94897}, } @inproceedings{aaai2025_dpcl_8620, title = {{DPCL-Diff:Temporal Knowledge Graph Reasoning Based on Graph Node Diffusion Model with Dual-Domain Periodic Contrastive Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33623}, } @inproceedings{aaai2024_interpreting_6347, title = {{Interpreting Temporal Knowledge Graph Reasoning (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30425}, } @inproceedings{aaai2024_well_7805, title = {{Well-Written Knowledge Graphs: Most Effective RDF Syntaxes for Triple Linearization in End-to-End Extraction of Relations from Texts (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30502}, } @inproceedings{aaai2025_infer_9562, title = {{Infer the Whole from a Glimpse of a Part: Keypoint-Based Knowledge Graph for Vehicle Re-Identification}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32630}, } @inproceedings{aaai2024_knowledge_6389, title = {{Knowledge-Powered Recommendation for an Improved Diet Water Footprint}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30571}, }