% Key papers for Machine unlearning by selective forgetting (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2023_can_3231, title = {{Can Bad Teaching Induce Forgetting? Unlearning in Deep Networks Using an Incompetent Teacher}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25879}, } @inproceedings{cvpr2023_boundary_20505, title = {{Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21757}, } @inproceedings{aaai2024_fast_5973, title = {{Fast Machine Unlearning without Retraining through Selective Synaptic Dampening}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29092}, } @inproceedings{neurips2023_towards_67985, title = {{Towards Unbounded Machine Unlearning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71789}, } @inproceedings{icml2019_overcoming_37636, title = {{Overcoming Multi-model Forgetting}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/3710}, } @inproceedings{cvpr2025_decoupled_25877, title = {{Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33956}, } @inproceedings{neurips2023_static_69779, title = {{Static and Sequential Malicious Attacks in the Context of Selective Forgetting}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70163}, } @inproceedings{neurips2024_reversing_74228, title = {{Reversing the Forget-Retain Objectives: An Efficient LLM Unlearning Framework from Logit Difference}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93326}, } @inproceedings{aaai2025_distribution_8773, title = {{Distribution-Level Feature Distancing for Machine Unlearning: Towards a Better Trade-off Between Model Utility and Forgetting}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32256}, } @inproceedings{cvpr2025_esc_26062, title = {{ESC: Erasing Space Concept for Knowledge Deletion}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/35025}, } @inproceedings{iclr2026_remaining_84532, title = {{Remaining-data-free Machine Unlearning by Suppressing Sample Contribution}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=3iw5t2W41F}, } @inproceedings{icml2026_representation_50494, title = {{Representation Unlearning: Forgetting through Information Compression}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=CwjK5eUzcI}, } @inproceedings{icml2026_forget_50913, title = {{Forget by Uncertainty: Orthogonal Entropy Unlearning for Quantized Neural Networks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=GtNkETQE6w}, } @inproceedings{icml2026_forget_55256, title = {{Forget to Know, Remember to Use: Context-Aware Unlearning for Large Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=x2eaMhqfcK}, } @inproceedings{icml2026_the_55502, title = {{The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=zlIyJEp9nM}, } @inproceedings{iclr2026_machine_84603, title = {{Machine Unlearning under Retain–Forget Entanglement}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=4WMBSHHJEr}, } @inproceedings{iclr2026_attention_88926, title = {{Attention Smoothing Is All You Need For Unlearning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=sX9HbELwLO}, } @inproceedings{iclr2026_redirection_89297, title = {{Redirection for Erasing Memory (REM): Towards a universal unlearning method for corrupted data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=xG0mQ4Xsfm}, } @inproceedings{aaai2026_periun_105324, title = {{PeriUn: Enhancing Unlearning by Selectively Forgetting Peripheral Samples}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38196}, } @inproceedings{aaai2025_toward_11024, title = {{Toward Efficient Data-Free Unlearning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34393}, } @inproceedings{icml2026_unlearning_55039, title = {{Unlearning Isn’t Forgetting: Revealing Hidden Leakage in Class Unlearning Evaluations}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=v2mY3gjdnP}, } @inproceedings{iclr2026_clue_88165, title = {{CLUE: Conflict-guided Localization for LLM Unlearning Framework}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=jtRYvazBWv}, } @inproceedings{neurips2026_adasru_92558, title = {{AdaSRU: Adaptive Source-Free Recommendation Unlearning via Gradient-Constrained Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/154534}, } @inproceedings{cvpr2026_ph_99079, title = {{pH-Strips for Selective Forgetting: A Blunt but Fast Diagnostic Baseline for Machine Unlearning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Qian_pH-Strips_for_Selective_Forgetting_A_Blunt_but_Fast_Diagnostic_Baseline_CVPR_2026_paper.html}, }