Towards LLM Unlearning Resilient to Relearning Attacks: A Sharpness-Aware Minimization Perspective and Beyond.
CoRR, February, 2025
Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning.
CoRR, 2024
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models.
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Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning.
Proceedings of the Computer Vision - ECCV 2024, 2024