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Knowledge Editing

196 papers

Papers per year

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Papers

Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge EACL 2026
Pushing the Frontiers of Scientific Fact-Checking: The SCINLP Dataset EACL 2026
Hybrid-DMKG: A Hybrid Reasoning Framework over Dynamic Multimodal Knowledge Graphs for Multimodal Multihop QA with Knowledge Editing AAAI 2026
Aligning Language Models with Real-time Knowledge Editing ACL 2026
Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression ACL 2026
Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs ACL 2026
Editing the Moving World: Model Editing for Video LLMs ACL 2026
Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs ACL 2026
Can Factual Opinions Be Edited (Manipulated) in Large Language Models? ACL 2026
LOKA: Conflict-Aware LLM Knowledge Update with Adaptive Knowledge Memory ACL 2026
CAKE: Causal-Guided Adaptive Knowledge Editing for LLMs ACL 2026
Fisher-Driven Adaptive Locating for Knowledge Editing in Large Language Models ACL 2026
TamEdit: Trajectory-Aware Meta-Learning for Specificity-Preserving Continual Knowledge Editing ACL 2026
Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ACL 2026
Spectral Characterization and Mitigation of Sequential Knowledge Editing Collapse ACL 2026
Diagnosing Hidden Instabilities in Model Editing via Uncertainty Quantification ACL 2026
SAME: Safety-Aware Model Editing Guided by Safety Transformation ACL 2026
HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning ACL 2026
Knowledge Control for Responsible Generative AI: Bridging Academia, Industry, and Society ACL 2026
Unlearning Concepts in Diffusion Model via Concept Domain Correction and Concept Preserving Gradient AAAI 2025
Joint Knowledge Editing for Information Enrichment and Probability Promotion AAAI 2025
Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts AAAI 2025
Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models AAAI 2025
SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering AAAI 2025
Explore What LLM Does Not Know in Complex Question Answering AAAI 2025