Machine Unlearning

Towards Reasoning-Preserving Unlearning in Multimodal Large Language Models CVPR 2026 UMMF: Protecting Copyright of Large Vision-Language Models through Unlearning-based Multimodal Memorization Fingerprint ACL 2026 UnGuide: Learning to Forget with LoRA-Guided Diffusion Models UAI 2026 Unlearners Can Lie: Evaluating and Improving Honesty in LLM Unlearning ACL 2026 Unlearning without Forgetting: Securely Removing Targeted Concepts from Large-Scale Vision-Language Open-Vocabulary Detectors CVPR 2026 VL-Eraser: Vacuum Distillation for Machine Unlearning in Vision-Language Models CVPR 2026 Which Concepts to Forget and How to Refuse? Decomposing Concepts for Continual Unlearning in Large Vision-Language Models CVPR 2026 AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking SemEval 2025 ``Alexa, can you forget me?'' Machine Unlearning Benchmark in Spoken Language Understanding Interspeech 2025 Atyaephyra at SemEval-2025 Task 4: Low-Rank Negative Preference Optimization SemEval 2025 CLIPErase: Efficient Unlearning of Visual-Textual Associations in CLIP ACL 2025 Concept Forgetting via Label Annealing UAI 2025 Erasing Undesirable Influence in Diffusion Models CVPR 2025 GIL-IIMAS UNAM at SemEval-2025 Task 4: LA-Min(E): LLM Unlearning Approaches Under Function Minimizing Evaluation Constraints SemEval 2025 Howard University-AI4PC at SemEval-2025 Task 4: Unlearning Sensitive Content From Large Language Models Using Finetuning and Distillation for Selective Knowledge Removal SemEval 2025 iShumei-Chinchunmei at SemEval-2025 Task 4: A balanced forgetting and retention multi-task framework using effective unlearning loss SemEval 2025 JU-CSE-NLP’25 at SemEval-2025 Task 4: Learning to Unlearn LLMs SemEval 2025 Lacuna Inc. at SemEval-2025 Task 4: LoRA-Enhanced Influence-Based Unlearning for LLMs SemEval 2025 NLPART at SemEval-2025 Task 4: Forgetting is harder than Learning SemEval 2025 Provable unlearning in topic modeling and downstream tasks ICLR 2025 SHA256 at SemEval-2025 Task 4: Selective Amnesia – Constrained Unlearning for Large Language Models via Knowledge Isolation SemEval 2025 Speech Unlearning Interspeech 2025 Toward Efficient Data-Free Unlearning AAAI 2025 Towards Machine Unlearning for Paralinguistic Speech Processing Interspeech 2025 Unlearning Concepts in Diffusion Model via Concept Domain Correction and Concept Preserving Gradient AAAI 2025