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Machine Unlearning

Papers archive 2025-07-28

archive papers tagged: 438 · with a code link: 173 · where Syntology ran a sample: 89 (75 with a run with no instrument failure, 14 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (89 of 438 tagged: 75 with a run with no instrument failure, 14 where every run was a failure of Syntology's instrument)

Page 3 of 5: papers 201 to 300 of 438, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Efficient Machine Unlearning by Model Splitting and Core Sample Selection
  11 May 2025 0 repositories listed
• Unilogit: Robust Machine Unlearning for LLMs Using Uniform-Target Self-Distillation
  9 May 2025 0 repositories listed
• OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models
  7 May 2025 0 repositories listed
• Memory-Efficient Distributed Unlearning
  6 May 2025 0 repositories listed
• Erased but Not Forgotten: How Backdoors Compromise Concept Erasure
  29 Apr 2025 0 repositories listed
• Verifying Robust Unlearning: Probing Residual Knowledge in Unlearned Models
  21 Apr 2025 0 repositories listed
• Fairness and Robustness in Machine Unlearning
  18 Apr 2025 0 repositories listed
• When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers
  15 Apr 2025 0 repositories listed
• Preserving Privacy Without Compromising Accuracy: Machine Unlearning for Handwritten Text Recognition
  11 Apr 2025 0 repositories listed
• SAEs Can Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs
  11 Apr 2025 0 repositories listed
• Sky of Unlearning (SoUL): Rewiring Federated Machine Unlearning via Selective Pruning
  2 Apr 2025 0 repositories listed
• Benchmarking Federated Machine Unlearning methods for Tabular Data
  1 Apr 2025 0 repositories listed
• Prompting Forgetting: Unlearning in GANs via Textual Guidance
  1 Apr 2025 0 repositories listed
• Buyer-Initiated Auction Mechanism for Data Redemption in Machine Unlearning
  29 Mar 2025 0 repositories listed
• Efficient Verified Machine Unlearning For Distillation
  28 Mar 2025 0 repositories listed
• FROG: Fair Removal on Graphs
  23 Mar 2025 0 repositories listed
• Deep Contrastive Unlearning for Language Models
  19 Mar 2025 0 repositories listed
• Machine Unlearning in Hyperbolic vs. Euclidean Multimodal Contrastive Learning: Adapting Alignment Calibration to MERU
  19 Mar 2025 0 repositories listed
• Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels
  18 Mar 2025 0 repositories listed
• PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models
  16 Mar 2025 0 repositories listed
• Are We Truly Forgetting? A Critical Re-examination of Machine Unlearning Evaluation Protocols
  10 Mar 2025 0 repositories listed
• Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning
  8 Mar 2025 0 repositories listed
• Node-level Contrastive Unlearning on Graph Neural Networks
  4 Mar 2025 0 repositories listed
• AMUN: Adversarial Machine UNlearning
  2 Mar 2025 0 repositories listed
• TAPE: Tailored Posterior Difference for Auditing of Machine Unlearning
  27 Feb 2025 0 repositories listed
• Holistic Audit Dataset Generation for LLM Unlearning via Knowledge Graph Traversal and Redundancy Removal
  26 Feb 2025 0 repositories listed
• When to Forget? Complexity Trade-offs in Machine Unlearning
  24 Feb 2025 0 repositories listed
• Exploring Incremental Unlearning: Techniques, Challenges, and Future Directions
  23 Feb 2025 0 repositories listed
• A Comprehensive Survey of Machine Unlearning Techniques for Large Language Models
  22 Feb 2025 0 repositories listed
• Soft Token Attacks Cannot Reliably Audit Unlearning in Large Language Models
  20 Feb 2025 0 repositories listed
• SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning
  18 Feb 2025 0 repositories listed
• Privacy Preservation through Practical Machine Unlearning
  15 Feb 2025 0 repositories listed
• SEMU: Singular Value Decomposition for Efficient Machine Unlearning
  11 Feb 2025 0 repositories listed
• Mitigating Sensitive Information Leakage in LLMs4Code through Machine Unlearning
  9 Feb 2025 0 repositories listed
• Machine Unlearning via Information Theoretic Regularization
  8 Feb 2025 0 repositories listed
• Realistic Image-to-Image Machine Unlearning via Decoupling and Knowledge Retention
  6 Feb 2025 0 repositories listed
• FALCON: Fine-grained Activation Manipulation by Contrastive Orthogonal Unalignment for Large Language Model
  3 Feb 2025 0 repositories listed
• Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach
  31 Jan 2025 0 repositories listed Syntology 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples)
• Data Duplication: A Novel Multi-Purpose Attack Paradigm in Machine Unlearning
  28 Jan 2025 0 repositories listed
• FUNU: Boosting Machine Unlearning Efficiency by Filtering Unnecessary Unlearning
  28 Jan 2025 0 repositories listed
• Toward Scalable Graph Unlearning: A Node Influence Maximization based Approach
  21 Jan 2025 0 repositories listed
• Towards Aligned Data Forgetting via Twin Machine Unlearning
  15 Jan 2025 0 repositories listed
• Open Problems in Machine Unlearning for AI Safety
  9 Jan 2025 0 repositories listed
• OpenGU: A Comprehensive Benchmark for Graph Unlearning
  6 Jan 2025 0 repositories listed
• Person De-reidentification: A Variation-guided Identity Shift Modeling
  1 Jan 2025 0 repositories listed
• The Illusion of Unlearning: The Unstable Nature of Machine Unlearning in Text-to-Image Diffusion Models
  1 Jan 2025 0 repositories listed
• Towards Source-Free Machine Unlearning
  1 Jan 2025 0 repositories listed
• A Comparative Study of Machine Unlearning Techniques for Image and Text Classification Models
  27 Dec 2024 0 repositories listed
• A hybrid framework for effective and efficient machine unlearning
  19 Dec 2024 0 repositories listed
• A Survey on Recommendation Unlearning: Fundamentals, Taxonomy, Evaluation, and Open Questions
  17 Dec 2024 0 repositories listed
• The Utility and Complexity of in- and out-of-Distribution Machine Unlearning
  12 Dec 2024 0 repositories listed
• Moderating the Generalization of Score-based Generative Model
  10 Dec 2024 0 repositories listed
• Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy, Research, and Practice
  9 Dec 2024 0 repositories listed
• Improved Localized Machine Unlearning Through the Lens of Memorization
  3 Dec 2024 0 repositories listed
• Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning
  1 Dec 2024 0 repositories listed
• Learning to Forget using Hypernetworks
  1 Dec 2024 0 repositories listed
• Machine Unlearning reveals that the Gender-based Violence Victim Condition can be detected from Speech in a Speaker-Agnostic Setting
  27 Nov 2024 0 repositories listed
• From Machine Learning to Machine Unlearning: Complying with GDPR's Right to be Forgotten while Maintaining Business Value of Predictive Models
  26 Nov 2024 0 repositories listed
• Promoting User Data Autonomy During the Dissolution of a Monopolistic Firm
  20 Nov 2024 0 repositories listed
• Provable unlearning in topic modeling and downstream tasks
  19 Nov 2024 0 repositories listed
• A Review on Machine Unlearning
  18 Nov 2024 0 repositories listed
• Machine Unlearning on Pre-trained Models by Residual Feature Alignment Using LoRA
  13 Nov 2024 0 repositories listed
• Neural Corrective Machine Unranking
  13 Nov 2024 0 repositories listed
• Unlearning in- vs. out-of-distribution data in LLMs under gradient-based method
  7 Nov 2024 0 repositories listed
• Game-Theoretic Machine Unlearning: Mitigating Extra Privacy Leakage
  6 Nov 2024 0 repositories listed
• Model Integrity when Unlearning with T2I Diffusion Models
  4 Nov 2024 0 repositories listed
• Pseudo-Probability Unlearning: Towards Efficient and Privacy-Preserving Machine Unlearning
  4 Nov 2024 0 repositories listed
• Zero-shot Class Unlearning via Layer-wise Relevance Analysis and Neuronal Path Perturbation
  31 Oct 2024 0 repositories listed
• Attribute-to-Delete: Machine Unlearning via Datamodel Matching
  30 Oct 2024 0 repositories listed
• CLIPErase: Efficient Unlearning of Visual-Textual Associations in CLIP
  30 Oct 2024 0 repositories listed
• Machine Unlearning using Forgetting Neural Networks
  29 Oct 2024 0 repositories listed
• Unlearning as multi-task optimization: A normalized gradient difference approach with an adaptive learning rate
  29 Oct 2024 0 repositories listed
• When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge?
  20 Oct 2024 0 repositories listed
• Machine Unlearning in Forgettability Sequence
  9 Oct 2024 0 repositories listed
• Noise is All You Need: Private Second-Order Convergence of Noisy SGD
  9 Oct 2024 0 repositories listed
• CodeUnlearn: Amortized Zero-Shot Machine Unlearning in Language Models Using Discrete Concept
  8 Oct 2024 0 repositories listed
• Why Fine-Tuning Struggles with Forgetting in Machine Unlearning? Theoretical Insights and a Remedial Approach
  4 Oct 2024 0 repositories listed
• Towards Understanding the Feasibility of Machine Unlearning
  3 Oct 2024 0 repositories listed
• Deep Unlearn: Benchmarking Machine Unlearning
  2 Oct 2024 0 repositories listed
• Efficient Backdoor Defense in Multimodal Contrastive Learning: A Token-Level Unlearning Method for Mitigating Threats
  29 Sep 2024 0 repositories listed
• Survey of Security and Data Attacks on Machine Unlearning In Financial and E-Commerce
  29 Sep 2024 0 repositories listed
• Score Forgetting Distillation: A Swift, Data-Free Method for Machine Unlearning in Diffusion Models
  17 Sep 2024 0 repositories listed Syntology 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples) · 6 pointer-only (licence)
• Enhancing User-Centric Privacy Protection: An Interactive Framework through Diffusion Models and Machine Unlearning
  5 Sep 2024 0 repositories listed
• Accurate Forgetting for All-in-One Image Restoration Model
  1 Sep 2024 0 repositories listed
• Forget to Flourish: Leveraging Machine-Unlearning on Pretrained Language Models for Privacy Leakage
  30 Aug 2024 0 repositories listed
• Unlearning Trojans in Large Language Models: A Comparison Between Natural Language and Source Code
  22 Aug 2024 0 repositories listed
• A Unified Framework for Continual Learning and Unlearning
  21 Aug 2024 0 repositories listed
• Towards Aligned Data Removal via Twin Machine Unlearning
  21 Aug 2024 0 repositories listed
• TruVRF: Towards Triple-Granularity Verification on Machine Unlearning
  12 Aug 2024 0 repositories listed
• Controllable Unlearning for Image-to-Image Generative Models via ε-Constrained Optimization
  3 Aug 2024 0 repositories listed
• On the Limitations and Prospects of Machine Unlearning for Generative AI
  1 Aug 2024 0 repositories listed
• IDEA: A Flexible Framework of Certified Unlearning for Graph Neural Networks
  28 Jul 2024 0 repositories listed
• Machine Unlearning using a Multi-GAN based Model
  26 Jul 2024 0 repositories listed
• Learn while Unlearn: An Iterative Unlearning Framework for Generative Language Models
  25 Jul 2024 0 repositories listed
• Revisiting Machine Unlearning with Dimensional Alignment
  25 Jul 2024 0 repositories listed
• Learning to Unlearn for Robust Machine Unlearning
  15 Jul 2024 0 repositories listed
• Faster Machine Unlearning via Natural Gradient Descent
  11 Jul 2024 0 repositories listed
• Machine Unlearning for Medical Imaging
  10 Jul 2024 0 repositories listed
• Mitigating Backdoor Attacks using Activation-Guided Model Editing
  10 Jul 2024 0 repositories listed
• Releasing Malevolence from Benevolence: The Menace of Benign Data on Machine Unlearning
  6 Jul 2024 0 repositories listed

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.