conftrace_

knowledge removal

20 papers

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Co-occurring keywords

machine unlearning (290) large language model (13587) knowledge editing (295) gradient ascent (51) data privacy (108) privacy preservation (380) knowledge forgetting (34) model utility (36) parameter space (26) knowledge erasure (15)

Papers

A Robust Unlearning Method with Adaptive Knowledge Guidance and Memory Preservation AAAI 2026
The Silence of the Facts: Popularity as a Barrier to Machine Unlearning ACL 2026
SEPS: A Separability Measure for Robust Unlearning in LLMs EMNLP 2025
FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge EMNLP 2025
Model Unlearning via Sparse Autoencoder Subspace Guided Projections EMNLP 2025
FG-OrIU: Towards Better Forgetting via Feature-Gradient Orthogonality for Incremental Unlearning ICCV 2025
Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis ACL 2025
Mr. Snuffleupagus at SemEval-2025 Task 4: Unlearning Factual Knowledge from LLMs Using Adaptive RMU SEMEVAL 2025
NEKO at SemEval-2025 Task 4: A Gradient Ascent Based Machine Unlearning Strategy ACL 2025
Unlearning vs. Obfuscation: Are We Truly Removing Knowledge? EMNLP 2025
Precise In-Parameter Concept Erasure in Large Language Models EMNLP 2025
Not Every Token Needs Forgetting: Selective Unlearning Balancing Forgetting and Utility in Large Language Models EMNLP 2025
LUME: LLM Unlearning with Multitask Evaluations EMNLP 2025
Lock on Target! Precision Unlearning via Directional Control EMNLP 2025
Forget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models ACL 2025
UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025
NEKO at SemEval-2025 Task 4: A Gradient Ascent Based Machine Unlearning Strategy SEMEVAL 2025
NLPART at SemEval-2025 Task 4: Forgetting is harder than Learning SEMEVAL 2025
Reversing the Forget-Retain Objectives: An Efficient LLM Unlearning Framework from Logit Difference NIPS 2024
Machine Unlearning: Challenges in Data Quality and Access IJCAI 2024