% Key papers for Knowledge editing in LLMs (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2024_mitigating_6649, title = {{Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-Based Retrofitting}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29770}, } @inproceedings{icml2024_how_43916, title = {{How Language Model Hallucinations Can Snowball}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34536}, } @inproceedings{aaai2023_contrastive_3326, title = {{Contrastive Learning Reduces Hallucination in Conversations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26596}, } @inproceedings{iclr2024_self_33981, title = {{Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19094}, } @inproceedings{iclr2023_discovering_32276, title = {{Discovering Latent Knowledge in Language Models Without Supervision}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11480}, } @inproceedings{aaai2022_enhanced_2039, title = {{Enhanced Story Comprehension for Large Language Models through Dynamic Document-Based Knowledge Graphs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/10436-enhanced-story-comprehension-for-large-language-models-through-dynamic-document-based-knowledge-graphs/}, } @inproceedings{icml2022_memory_40821, title = {{Memory-Based Model Editing at Scale}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/17533}, } @inproceedings{neurips2021_mind_61412, title = {{Mind the Gap: Assessing Temporal Generalization in Neural Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27433}, } @inproceedings{iclr2024_dola_34511, title = {{DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18563}, } @inproceedings{iclr2023_protein_32693, title = {{Protein Representation Learning via Knowledge Enhanced Primary Structure Reasoning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11874}, } @inproceedings{neurips2024_how_72318, title = {{How Do Large Language Models Acquire Factual Knowledge During Pretraining?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95028}, } @inproceedings{aaai2025_learn_9668, title = {{LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33291}, } @inproceedings{neurips2024_wise_72445, title = {{WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94912}, } @inproceedings{aaai2025_re2llm_10463, title = {{Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33399}, } @inproceedings{iclr2022_knowledge_31785, title = {{Knowledge Infused Decoding}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6163}, } @inproceedings{aaai2024_journey_6366, title = {{Journey to the Center of the Knowledge Neurons: Discoveries of Language-Independent Knowledge Neurons and Degenerate Knowledge Neurons}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29735}, } @inproceedings{aaai2024_history_6217, title = {{History Matters: Temporal Knowledge Editing in Large Language Model}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29912}, } @inproceedings{aaai2024_ontofact_6854, title = {{OntoFact: Unveiling Fantastic Fact-Skeleton of LLMs via Ontology-Driven Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29859}, } @inproceedings{aaai2025_bridging_8319, title = {{Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33284}, } @inproceedings{neurips2024_avatar_71833, title = {{AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95465}, } @inproceedings{iclr2025_looking_82883, title = {{Looking Inward: Language Models Can Learn About Themselves by Introspection}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28917}, } @inproceedings{iclr2025_physics_83447, title = {{Physics of Language Models: Part 3.2, Knowledge Manipulation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28369}, } @inproceedings{iclr2024_unveiling_34886, title = {{Unveiling the Pitfalls of Knowledge Editing for Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18188}, } @inproceedings{aaai2025_zero_11323, title = {{Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34559}, } @inproceedings{iclr2024_massive_34202, title = {{Massive Editing for Large Language Models via Meta Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18873}, } @inproceedings{aaai2025_elder_8867, title = {{ELDER: Enhancing Lifelong Model Editing with Mixture-of-LoRA}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34622}, } @inproceedings{aaai2025_hybrid_9472, title = {{Hybrid-Driving: An Autonomous Driving Decision Framework Integrating Large Language Models, Knowledge Graphs and Driving Rules}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32066}, }