Knowledge Editing

Multiplicative Orthogonal Sequential Editing for Language Models AAAI 2026 MyGram: Modality-aware Graph Transformer with Global Distribution for Multi-modal Entity Alignment AAAI 2026 NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation AAAI 2026 On the Superimposed Noise Accumulation Problem in Sequential Knowledge Editing of Large Language Models AAAI 2026 PCoKG: Personality-aware Commonsense Reasoning with Debate AAAI 2026 Persuasion Tokens for Editing Factual Knowledge in LLMs EACL 2026 PriAgent: A Collaborative Multi-Agent Framework for Auditing Android Privacy Compliance AAAI 2026 RECIPE-TKG: From Sparse History to Structured Reasoning for LLM-based Temporal Knowledge Graph Completion EACL 2026 SciMKG: A Multimodal Knowledge Graph for Science Education with Text, Image, Video and Audio AAAI 2026 SR-KI: Scalable and Real-Time Knowledge Integration into LLMs via Supervised Attention AAAI 2026 Thinking Beyond the Local: Multi-View Instructed Adaptive Reasoning in KG-Enhanced LLMs EACL 2026 ThinkNote: Enhancing Knowledge Integration and Utilization of Large Language Models via Constructivist Cognition Modeling EACL 2026 A Closer Look at Machine Unlearning for Large Language Models ICLR 2025 Acquisition and Application of Novel Knowledge in Large Language Models ACL 2025 Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains EMNLP 2025 AdaEdit: Advancing Continuous Knowledge Editing For Large Language Models ACL 2025 Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing ACL 2025 A General Framework to Enhance Fine-tuning-based LLM Unlearning ACL 2025 AIGT: AI Generative Table Based on Prompt COLING 2025 Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025 AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models ICLR 2025 Alternate Preference Optimization for Unlearning Factual Knowledge in Large Language Models COLING 2025 An Exploration of Knowledge Editing for Arabic EMNLP 2025 Answer When Needed, Forget When Not: Language Models Pretend to Forget via In-Context Knowledge Unlearning ACL 2025 Avoiding Knowledge Edit Skipping in Multi-hop Question Answering with Guided Decomposition EMNLP 2025