{"total":51,"rows":[{"id":"2506.12618","title":"OpenUnlearning: Accelerating LLM Unlearning via Unified Benchmarking of Methods and Metrics","created":"2025-06-14","cited_by_count":83,"area":"safety"},{"id":"2505.11953","title":"Exploring Criteria of Loss Reweighting to Enhance LLM Unlearning","created":"2025-05-17","cited_by_count":39,"area":"safety"},{"id":"2510.19422","title":"LLM Unlearning with LLM Beliefs","created":"2025-10-22","cited_by_count":17,"area":"safety"},{"id":"2503.09117","title":"GRU: Mitigating the Trade-off between Unlearning and Retention for LLMs","created":"2025-03-12","cited_by_count":12,"area":"safety"},{"id":"2506.09227","title":"SoK: Machine Unlearning for Large Language Models","created":"2025-06-10","cited_by_count":11,"area":"safety"},{"id":"2505.12186","title":"Self-Destructive Language Model","created":"2025-05-18","cited_by_count":10,"area":"safety"},{"id":"2506.05314","title":"Constrained Entropic Unlearning: A Primal-Dual Framework for Large Language Models","created":"2025-06-05","cited_by_count":10,"area":"safety"},{"id":"2512.07375","title":"LUNE: Efficient LLM Unlearning via LoRA Fine-Tuning with Negative Examples","created":"2025-12-08","cited_by_count":8,"area":"safety"},{"id":"2603.01285","title":"Attention Smoothing Is All You Need For Unlearning","created":"2026-03-01","cited_by_count":7,"area":"safety"},{"id":"2602.06441","title":"Is Gradient Ascent Really Necessary? Memorize to Forget for Machine Unlearning","created":"2026-02-06","cited_by_count":6,"area":"safety"},{"id":"2505.15674","title":"UniErase: Towards Balanced and Precise Unlearning in Language Models","created":"2025-05-21","cited_by_count":5,"area":"safety"},{"id":"2512.19025","title":"The Erasure Illusion: Stress-Testing the Generalization of LLM Forgetting Evaluation","created":"2025-12-22","cited_by_count":5,"area":"safety"},{"id":"2505.06027","title":"Unilogit: Robust Machine Unlearning for LLMs Using Uniform-Target Self-Distillation","created":"2025-05-09","cited_by_count":4,"area":"safety"},{"id":"2506.01318","title":"Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack","created":"2025-06-02","cited_by_count":4,"area":"safety"},{"id":"2510.25117","title":"A Survey on Unlearning in Large Language Models","created":"2025-10-29","cited_by_count":4,"area":"safety"},{"id":"2511.17100","title":"Geometric-disentangelment Unlearning","created":"2025-11-21","cited_by_count":4,"area":"safety"},{"id":"2601.20568","title":"Reinforcement Unlearning via Group Relative Policy Optimization","created":"2026-01-28","cited_by_count":4,"area":"safety"},{"id":"2602.06248","title":"REBEL: Hidden Knowledge Recovery via Evolutionary-Based Evaluation Loop","created":"2026-02-05","cited_by_count":4,"area":"safety"},{"id":"2510.17620","title":"Forget to Know, Remember to Use: Context-Aware Unlearning for Large Language Models","created":"2025-10-20","cited_by_count":3,"area":"safety"},{"id":"2604.12820","title":"RePAIR: Interactive Machine Unlearning through Prompt-Aware Model Repair","created":"2026-04-14","cited_by_count":3,"area":"safety"},{"id":"2506.10946","title":"GUARD: Guided Unlearning and Retention via Data Attribution for Large Language Models","created":"2025-06-12","cited_by_count":2,"area":"safety"},{"id":"2508.08875","title":"Oblivionis: A Lightweight Learning and Unlearning Framework for Federated Large Language Models","created":"2025-08-12","cited_by_count":2,"area":"safety"},{"id":"2510.00125","title":"Direct Token Optimization: A Self-contained Approach to Large Language Model Unlearning","created":"2025-09-30","cited_by_count":2,"area":"safety"},{"id":"2601.22030","title":"Per-parameter Task Arithmetic for Unlearning in Large Language Models","created":"2026-01-29","cited_by_count":2,"area":"safety"},{"id":"2602.19275","title":"KUDA: Knowledge Unlearning by Deviating Representation for Large Language Models","created":"2026-02-22","cited_by_count":2,"area":"safety"},{"id":"2605.12765","title":"Inference-Time Machine Unlearning via Gated Activation Redirection","created":"2026-05-12","cited_by_count":2,"area":"safety"},{"id":"2605.16776","title":"Distinguishable Deletion: Unifying Knowledge Erasure and Refusal for Large Language Model Unlearning","created":"2026-05-16","cited_by_count":2,"area":"safety"},{"id":"2509.05316","title":"Standard vs. Modular Sampling: Best Practices for Reliable LLM Unlearning","created":"2025-08-29","cited_by_count":1,"area":"safety"},{"id":"2601.07214","title":"BlindU: Blind Machine Unlearning without Revealing Erasing Data","created":"2026-01-12","cited_by_count":1,"area":"safety"},{"id":"2601.21702","title":"Beyond Forgetting: Representation Misdirection Elicits Controllable Side Behaviors and Capabilities","created":"2026-01-29","cited_by_count":1,"area":"safety"},{"id":"2602.10217","title":"Temper-Then-Tilt: Principled Unlearning for Generative Models through Tempering and Classifier Guidance","created":"2026-02-10","cited_by_count":1,"area":"safety"},{"id":"2603.12275","title":"GONE: Structural Knowledge Unlearning via Neighborhood-Expanded Distribution Shaping","created":"2026-02-21","cited_by_count":1,"area":"safety"},{"id":"2605.02196","title":"DurableUn: Quantization-Induced Recovery Attacks in Machine Unlearning","created":"2026-05-04","cited_by_count":1,"area":"safety"},{"id":"2606.06320","title":"Learning What to Forget: Improving LLM Unlearning via Learned Token-Level Importance","created":"2026-06-04","cited_by_count":1,"area":"safety"},{"id":"2509.25743","title":"Rotation Control Unlearning: Quantifying and Controlling Continuous Unlearning for LLM with The Cognitive Rotation Space","created":"2025-09-30","cited_by_count":0,"area":"safety"},{"id":"2602.00577","title":"SAU: Sparsity-Aware Unlearning for LLMs via Gradient Masking and Importance Redistribution","created":"2026-01-31","cited_by_count":0,"area":"safety"},{"id":"2602.01703","title":"$\\textbf{AGT$^{AO}$}$: Robust and Stabilized LLM Unlearning via Adversarial Gating Training with Adaptive Orthogonality","created":"2026-02-02","cited_by_count":0,"area":"safety"},{"id":"2602.02139","title":"EvoMU: Evolutionary Machine Unlearning","created":"2026-02-02","cited_by_count":0,"area":"safety"},{"id":"2605.00364","title":"Unlearning What Matters: Token-Level Attribution for Precise Language Model Unlearning","created":"2026-05-01","cited_by_count":0,"area":"safety"},{"id":"2605.02297","title":"Graph Federated Unlearning for Privacy Preservation","created":"2026-05-04","cited_by_count":0,"area":"safety"},{"id":"2606.02119","title":"How Hard Can It Be? Hardness-Aware Multi-Objective Unlearning","created":"2026-06-01","cited_by_count":0,"area":"safety"},{"id":"2606.13461","title":"Reinforcement Learning for Neural Model Editing","created":"2026-06-11","cited_by_count":0,"area":"safety"},{"id":"2606.16110","title":"Auditing Machine Unlearning: A Systematic Research on Whether Models Truly Forget","created":"2026-06-15","cited_by_count":0,"area":"safety"},{"id":"2606.18309","title":"SAGE: Retain-Aware Post-Hoc Sanitization of Final Unlearning Vector","created":"2026-06-16","cited_by_count":0,"area":"safety"},{"id":"2608.15548","title":"Spectral Saliency for Machine Unlearning","created":"2026-08-16","cited_by_count":0,"area":"safety"},{"id":"2609.00605","title":"Confess What You Know: Forget-Set Misalignment with Model Knowledge in LLM Unlearning","created":"2026-09-01","cited_by_count":0,"area":"safety"},{"id":"2609.02285","title":"Entangled Representations Amplify Collateral Damage in Unlearning","created":"2026-09-02","cited_by_count":0,"area":"safety"},{"id":"2609.37076","title":"UnlearningSoup: Is Repeated Tuning Necessary for Large Language Model Unlearning?","created":"2026-09-29","cited_by_count":0,"area":"safety"},{"id":"2609.39866","title":"Preemptive LLM Unlearning against Forbidden Capability Acquisition via Gradient Sealing","created":"2026-09-30","cited_by_count":0,"area":"safety"},{"id":"2609.39882","title":"LLM Persona Unlearning","created":"2026-09-30","cited_by_count":0,"area":"safety"},{"id":"2610.17654","title":"Decouple to Forget: Semantic Mediation for Sensitive Unlearning in Large Language Models","created":"2026-10-13","cited_by_count":0,"area":"safety"}],"next_cursor":null}