Unlearnable Examples

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1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Leveraging Imperfect Restoration for Data Availability Attack

    Sep 7, 2026Yi Huang, Jeremy Styborski, Mingzhi Lyu +2Data Poisoning AttacksUnlearnable Examples

    College of Computing and Data Science, Nanyang Technological University, Singapore · Rapid-Rich Object Search (ROSE) Lab, Interdisciplinary Graduate Programme, Nanyang Technological University, Singapore

  2. MUGEN: Generating Unlearnable Graph Examples for Multiple Learning Tasks

    Sep 1, 2026Ziyan Liu, Chengshuai Zhao, Huan LiuGraph Neural NetworksGraph Representation Learning

    Harrisburg University of Science and Technology Harrisburg, Pennsylvania, USA · Arizona State University Tempe, Arizona, USA

  3. Reversible Unlearnable Examples: Towards the Copyright Protection in Deep Learning Era

    Aug 6, 2026Binze Wang, Jinyu Tian, Xingrun Wang +2Dataset WatermarkingUnlearnable Examples

    School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau University of Science and Technology, Macau, China · School of Computer Science and Artificial Intelligence of FoShan University, FoShan 528225, China · Faculty of Applied Sciences of the Macao Polytechnic University, Macau, China

  4. Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle

    Aug 5, 2026Jiaming Zhang, Boyang Chen, Zherui Li +14Data ProvenanceAdversarial Robustness

    College of Computing and Data Science, Nanyang Technological University, Singapore · School of Computing and Information Systems, University of Melbourne, Australia · School of Computing and Information Systems, Singapore Management University, Singapore +3

  5. TextCloak: Thwarting Unauthorized LLM Exploitation via RL-Driven Unlearnable Text

    Jul 30, 2026Chengshuai Zhao, Pingchuan Ma, Dawei Li +4Privacy-Preserving Language ModelsUnlearnable Examples

    School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ, USA · Department of Computer Science and Engineering, Texas A&M University, College Station, TX, USA · School of Computing, Stevens Institute of Technology

  6. DiffUE: Enhancing Utility-Unlearnability Trade-off of Unlearnable Examples via Diffusion Autoencoders

    Jul 12, 2026Syed Irfan Ali Meerza, Oktay Ozturk, Amir Sadovnik +1Adversarial ExamplesPrivacy-Preserving ML

    University of Tennessee, Knoxville, TN, USA · Virginia Commonwealth University, Richmond, VA, USA · Oak Ridge National University, Knoxville, TN, USA +1

  7. Unlearnable Faces: Privacy Protection Surviving Extraction Pipeline

    Jul 7, 2026Byunghoon Oh, Sunghwan Park, Jaewoo LeeAdversarial ExamplesPrivacy-Preserving ML

    Chung-Ang University, Seoul, South Korea

  8. Full spectrum Unlearnable Examples via Spectral Equalization

    Jun 25, 2026Jiale Cai, Gezheng Xu, Zhihao Li +6Adversarial ExamplesAdversarial Perturbations

    Department of Computer Science, Western University, London, ON, Canada · School of Statistics and Data Science, Southeast University, Nanjing, China · Department of Mechanical, Industrial and Aerospace Engineering, Concordia University +2

  9. Toward Understanding Adversarial Distillation: Why Robust Teachers Fail

    May 21, 2026Hongsin Lee, Hye Won ChungAdversarial TrainingNeural Network Robustness

    School of Electrical Engineering, KAIST, Daejeon, Korea.

  10. VoxShield: Protecting 3D Medical Datasets from Unauthorized Training via Frequency-Aware Inter-Slice Disruption

    May 17, 2026Xinyao Liu, Zhipeng Deng, Wenhan Jiang +4Adversarial Examples3D Medical Image Segmentation

    Westlake University, Hangzhou, China · Dalian University of Technology, Dalian, China · Hokkaido University, Sapporo, Japan +2

  11. The Unlearnability Phenomenon in RLVR for Language Models

    May 16, 2026Yulin Chen, He He, Chen ZhaoReinforcement LearningRL for Language Model Reasoning

    1New York University · 2NYU Shanghai

  12. To See is Not to Learn: Protecting Multimodal Data from Unauthorized Fine-Tuning of Large Vision-Language Model

    May 14, 2026Chengshuai Zhao, Zhen Tan, Dawei Li +2VLM RobustnessMultimodal Robustness

    School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ, USA · Department of Computer Science and Engineering, Texas A&M University, College Station, TX, USA.

  13. Dual-branch Robust Unlearnable Examples

    May 3, 2026Xianlong Wang, Hangtao Zhang, Wenbo Pan +4Adversarial RobustnessAdversarial Examples

    Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China · University of Pennsylvania, Philadelphia, USA · Huazhong University of Science and Technology, Wuhan, China +2

  14. Channel-Level Semantic Perturbations: Unlearnable Examples for Diverse Training Paradigms

    Apr 18, 2026Bo Wang, Jia Ni, Mengnan Zhao +2Adversarial ExamplesPrivacy-Preserving ML

    School of Information and Communication Engineering, Dalian University of Technology, Dalian 116024, China · School of Computer Science and Technology, Anhui University, Hefei 230601, China · School of Computer Science and Technology, Zhejiang University, Hangzhou 310058, China