Knowledge Editing

Aligning Language Models with Real-time Knowledge Editing ACL 2026 Attribution-Guided Model Rectification of Unreliable Neural Network Behaviors CVPR 2026 CAKE: Causal-Guided Adaptive Knowledge Editing for LLMs ACL 2026 Can Factual Opinions Be Edited (Manipulated) in Large Language Models? ACL 2026 Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs ACL 2026 Diagnosing Hidden Instabilities in Model Editing via Uncertainty Quantification ACL 2026 DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing CVPR 2026 Editing the Moving World: Model Editing for Video LLMs ACL 2026 Fisher-Driven Adaptive Locating for Knowledge Editing in Large Language Models ACL 2026 HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning ACL 2026 HulluEdit: Single-Pass Evidence-Consistent Subspace Editing for Mitigating Hallucinations in Large Vision-Language Models CVPR 2026 Hybrid-DMKG: A Hybrid Reasoning Framework over Dynamic Multimodal Knowledge Graphs for Multimodal Multihop QA with Knowledge Editing AAAI 2026 Knowledge Control for Responsible Generative AI: Bridging Academia, Industry, and Society ACL 2026 Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ACL 2026 LOKA: Conflict-Aware LLM Knowledge Update with Adaptive Knowledge Memory ACL 2026 Pushing the Frontiers of Scientific Fact-Checking: The SCINLP Dataset EACL 2026 Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs ACL 2026 SAME: Safety-Aware Model Editing Guided by Safety Transformation ACL 2026 SAME: Sparse and Anchored Model Editing for Heterogeneous Incremental Learning under Limited Data CVPR 2026 Spectral Characterization and Mitigation of Sequential Knowledge Editing Collapse ACL 2026 TamEdit: Trajectory-Aware Meta-Learning for Specificity-Preserving Continual Knowledge Editing ACL 2026 Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression ACL 2026 Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge EACL 2026 Understanding and Enforcing Weight Disentanglement in Task Arithmetic CVPR 2026 Acquisition and Application of Novel Knowledge in Large Language Models ACL 2025