{"total":40,"rows":[{"id":"2406.17216","title":"Machine Unlearning Fails to Remove Data Poisoning Attacks","created":"2024-06-25","cited_by_count":37,"area":"safety"},{"id":"2506.06985","title":"Certified Unlearning for Neural Networks","created":"2025-06-08","cited_by_count":27,"area":"safety"},{"id":"2403.17105","title":"Certified Machine Unlearning via Noisy Stochastic Gradient Descent","created":"2024-03-25","cited_by_count":14,"area":"safety"},{"id":"2506.05735","title":"Do LLMs Really Forget? Evaluating Unlearning with Knowledge Correlation and Confidence Awareness","created":"2025-06-06","cited_by_count":14,"area":"safety"},{"id":"2509.26427","title":"Ascent Fails to Forget","created":"2025-09-30","cited_by_count":12,"area":"safety"},{"id":"2412.08559","title":"Underestimated Privacy Risks for Minority Populations in Large Language Model Unlearning","created":"2024-12-11","cited_by_count":9,"area":"safety"},{"id":"2506.06486","title":"A Certified Unlearning Approach without Access to Source Data","created":"2025-06-06","cited_by_count":9,"area":"safety"},{"id":"2506.15115","title":"Towards Reliable Forgetting: A Survey on Machine Unlearning Verification","created":"2025-06-18","cited_by_count":8,"area":"safety"},{"id":"2507.18725","title":"The Right to be Forgotten in Pruning: Unveil Machine Unlearning on Sparse Models","created":"2025-07-24","cited_by_count":7,"area":"safety"},{"id":"2505.08576","title":"MUBox: A Critical Evaluation Framework of Deep Machine Unlearning","created":"2025-05-13","cited_by_count":6,"area":"safety"},{"id":"2410.03833","title":"Understanding Fine-tuning in Approximate Unlearning: A Theoretical Perspective","created":"2024-10-04","cited_by_count":5,"area":"safety"},{"id":"2507.15112","title":"Distributional Machine Unlearning via Selective Data Removal","created":"2025-07-20","cited_by_count":5,"area":"safety"},{"id":"2411.12600","title":"Provable unlearning in topic modeling and downstream tasks","created":"2024-11-19","cited_by_count":4,"area":"safety"},{"id":"2505.18786","title":"Leveraging Per-Instance Privacy for Machine Unlearning","created":"2025-05-24","cited_by_count":4,"area":"safety"},{"id":"2506.06073","title":"System-Aware Unlearning Algorithms: Use Lesser, Forget Faster","created":"2025-06-06","cited_by_count":4,"area":"safety"},{"id":"2601.22359","title":"The Unseen Threat: Residual Knowledge in Machine Unlearning under Perturbed Samples","created":"2026-01-29","cited_by_count":4,"area":"safety"},{"id":"2507.07754","title":"One-Point Contraction: Erasing Representational Separability toward Irreversible Deep Forgetting","created":"2025-07-10","cited_by_count":2,"area":"safety"},{"id":"2507.22208","title":"Quantum-Inspired Audio Unlearning: Towards Privacy-Preserving Voice Biometrics","created":"2025-07-29","cited_by_count":2,"area":"safety"},{"id":"2508.06467","title":"LLM Unlearning using Gradient Ratio-Based Influence Estimation and Noise Injection","created":"2025-08-08","cited_by_count":2,"area":"safety"},{"id":"2601.21564","title":"Representation Unlearning: Forgetting through Information Compression","created":"2026-01-29","cited_by_count":2,"area":"safety"},{"id":"2507.04771","title":"Efficient Unlearning with Privacy Guarantees","created":"2025-07-07","cited_by_count":1,"area":"safety"},{"id":"2512.00272","title":"WARP: Weight Teleportation for Attack-Resilient Unlearning Protocols","created":"2025-11-29","cited_by_count":1,"area":"safety"},{"id":"2512.08443","title":"Fully Decentralized Certified Unlearning","created":"2025-12-09","cited_by_count":1,"area":"safety"},{"id":"2603.03172","title":"Less Noise, Same Certificate: Retain Sensitivity for Unlearning","created":"2026-03-03","cited_by_count":1,"area":"safety"},{"id":"2605.16645","title":"Statistical Unlearning of Distributions: A Hypothesis Testing Approach","created":"2026-05-15","cited_by_count":1,"area":"safety"},{"id":"2607.05898","title":"Auditing of Unlearning Algorithms","created":"2026-07-07","cited_by_count":1,"area":"safety"},{"id":"2505.21872","title":"Targeted Unlearning Using Perturbed Sign Gradient Methods With Applications On Medical Images","created":"2025-05-28","cited_by_count":0,"area":"safety"},{"id":"2507.15280","title":"Machine Unlearning for Streaming Forgetting","created":"2025-07-21","cited_by_count":0,"area":"safety"},{"id":"2508.02044","title":"Graph Unlearning via Embedding Reconstruction -- A Range-Null Space Decomposition Approach","created":"2025-08-04","cited_by_count":0,"area":"safety"},{"id":"2509.05865","title":"The Measure of Deception: An Analysis of Data Forging in Machine Unlearning","created":"2025-09-06","cited_by_count":0,"area":"safety"},{"id":"2511.15983","title":"Descend or Rewind? Stochastic Gradient Descent Unlearning","created":"2025-11-20","cited_by_count":0,"area":"safety"},{"id":"2601.05134","title":"Sequential Subspace Noise Injection Prevents Accuracy Collapse in Certified Unlearning","created":"2026-01-08","cited_by_count":0,"area":"safety"},{"id":"2602.02986","title":"Why Some Models Resist Unlearning: A Linear Stability Perspective","created":"2026-02-03","cited_by_count":0,"area":"safety"},{"id":"2602.14938","title":"Variance-Reduced $(\\varepsilon,\\delta)-$Unlearning using Forget Set Gradients","created":"2026-02-16","cited_by_count":0,"area":"safety"},{"id":"2602.15602","title":"Certified Per-Instance Unlearning Using Individual Sensitivity Bounds","created":"2026-02-17","cited_by_count":0,"area":"safety"},{"id":"2605.10680","title":"Behavioral Guarantees for Proxy-Based Unlearning","created":"2026-05-11","cited_by_count":0,"area":"safety"},{"id":"2605.11170","title":"Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data","created":"2026-05-11","cited_by_count":0,"area":"safety"},{"id":"2605.11592","title":"SoK: Unlearnability and Unlearning for Model Dememorization","created":"2026-05-12","cited_by_count":0,"area":"safety"},{"id":"2606.29832","title":"The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning","created":"2026-06-29","cited_by_count":0,"area":"safety"},{"id":"2610.17993","title":"Counterfactual Certification for Sequential Unlearning with Long-Run Performance Guarantees","created":"2026-10-13","cited_by_count":0,"area":"safety"}],"next_cursor":null}