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Papers
Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing
ACL 2025
Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA
EMNLP 2025
RuleEdit: Towards Rule-Level Knowledge Generalization to Mitigate Over-Editing in Large Language Models
ACL 2025
SAKE: Steering Activations for Knowledge Editing
ACL 2025
ScEdit: Script-based Assessment of Knowledge Editing
ACL 2025
SeqMMR: Sequential Model Merging and LLM Routing for Enhanced Batched Sequential Knowledge Editing
ACL 2025
Serial Lifelong Editing via Mixture of Knowledge Experts
ACL 2025
SetKE: Knowledge Editing for Knowledge Elements Overlap
IJCAI 2025
STACKFEED: Structured Textual Actor-Critic Knowledge base editing with FEEDback
EMNLP 2025
STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models
EMNLP 2025
StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering
EMNLP 2025
SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering
AAAI 2025
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons
ACL 2025
The Mirage of Model Editing: Revisiting Evaluation in the Wild
ACL 2025
Think and Recall: Layer-Level Prompting for Lifelong Model Editing
EMNLP 2025
Towards a Principled Evaluation of Knowledge Editors
ACL 2025
Towards Robust and Scalable Knowledge Editing in Text-to-Image Diffusion Models
ACML 2025
Uncovering Overfitting in Large Language Model Editing
ICLR 2025
Understanding the Side Effects of Rank-One Knowledge Editing
EMNLP 2025
Unfamiliar Finetuning Examples Control How Language Models Hallucinate
NAACL 2025
Unified Parameter-Efficient Unlearning for LLMs
ICLR 2025
UNLEARN Efficient Removal of Knowledge in Large Language Models
NAACL 2025
Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning
ICLR 2025
Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models
ICCV 2025
Wasserstein Distance Constraint and Parameter Sparsification for Batched and Iterative Knowledge Editing
AAAI 2025