Adversarial Perturbations

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  1. Protective Perturbations Must Survive the Resize: Scale-Robust Image Immunization against Malicious Editing

    Oct 5, 2026Zhongliang Guo, Yan Lin, Yifei Qian +1Text-Guided Image EditingAdversarial Perturbations

    University of Aberdeen · Newcastle University · University of Nottingham +1

  2. Don't Waste the Noise: Importance-Guided Perturbation Allocation under Joint Global and Local Constraints

    Oct 1, 2026Melika Shirian, Kianoosh VadaeiAdversarial AttacksAdversarial Robustness

    Independent Researcher

  3. Reinforcement Learning Inspired Black-box Adversarial Attacks for Computer Vision

    Sep 21, 2026Florian Krone, Elena Hoemann, Sven HallerbachAdversarial AttacksAdversarial Robustness

    Institute for AI Safety and Security German Aerospace Center (DLR) Sankt Augustin, Germany

  4. Certifying Lower Bounds for Risk-Sensitive Reinforcement Learning under Adversarial State Perturbations

    Sep 11, 2026Tong Li, Saunak Kumar Panda, Yisha XiangRisk-Sensitive RLAdversarial Perturbations

    Department of Industrial and Systems Engineering, University of Houston, 4302 University Dr, Houston, 77004, TX, USA. · Department of Decision and Information Science, University of Houston, 4302 University Dr, Houston, 77004, TX, USA.

  5. 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

  6. Query-Side Attacks on GNN-Based KGQA: Tracing Failures from Entity Linking to Answer Generation

    Aug 26, 2026Pankaj Kumar, Subhankar MishraGraph-Based RetrievalAdversarial Perturbations

    National Institute of Science Education and Research · Homi Bhabha National Institute

  7. GENADA: efficient generative time series adversarial attack framework

    Aug 12, 2026Michael Baronov, Denis Vorobev, Margarita Rusanova +2Adversarial AttacksAdversarial Perturbations

    Moscow Independent Research Institute of Artificial Intelligence · HSE University

  8. Universal Concept Disruption for SAM3 Image Segmentation

    Aug 6, 2026Hao Wang, Yuxuan Zhang, Wei YangPromptable Image SegmentationAdversarial Robustness

    School of Computer Science and Technology, University of Science and Technology of China, Hefei, China · School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China · Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China +1

  9. When Efficiency Becomes Fragility: Exploiting Dynamic Routing Vulnerabilities in Adaptive UAV Tracking

    Aug 4, 2026Shaofeng Liang, Runwei Guan, Wenshuo Chen +7Adaptive Model RoutingAdversarial Attacks

    The Hong Kong University of Science and Technology (Guangzhou) · Wuhan University · Institute of Deep Perception Technology (JITRI)

  10. SRAP: SVD-Refined Adversarial Perturbations for Imperceptible Face-Swap Defense

    Aug 4, 2026Sungwon Cho, Kwanghyun Ko, Myungjoo KangAdversarial ExamplesAdversarial Perturbations

    Interdisciplinary Program in Artificial Intelligence Seoul National University · Interdisciplinary Program in Computational Science and Technology Seoul National University · Department of Mathematical Sciences Seoul National University

  11. Learning from Adversity: Semantic-Aware Mask Refinement through Adversarial Perturbation

    Jul 31, 2026Beomyoung Kim, Sung Ju HwangImage SegmentationAdversarial Perturbations

    NAVER Cloud · KAIST

  12. Driving up Inference Energy on SNNs: Per-Sample and Universal Sponge Attacks

    Jul 30, 2026Spyridon Raptis, Haralampos-G. StratigopoulosAdversarial AttacksSpiking Neural Networks

    Sorbonne Universit´e, CNRS, LIP6, Paris, France

  13. Latent Stability Analysis of Malware Representations Under Feature-Space Perturbations

    Jul 27, 2026Bamidele Ajayi, Ken McGarryMalware ClassificationAdversarial Perturbations

    School of Computer Science and Engineering, University of Sunderland, Sunderland, UK

  14. Multi-Level Privacy-Preserving Dementia Detection from Speech via Targeted Adversarial Obfuscation and Representation Learning

    Jul 19, 2026Henriette Flore Kenne, Raphael Anaadumba, Mohammad Arif Ul AlamSpeech-Based Dementia DetectionPrivacy-Preserving ML

    Richard A Miner School of Computer and Information Sciences, University of Massachusetts Lowell, Lowell, USA

  15. BadWAM: When World-Action Models Dream Right but Act Wrong

    Jul 16, 2026Qi Li, Xingyi Yang, Xinchao WangWorld Models for RoboticsAdversarial Attacks

    National University of Singapore · The Hong Kong Polytechnic University

  16. Delving into the Temporal Challenges of Unified Video Protection Against Image-to-Video and Fine-Tuning-based Customization

    Jul 14, 2026Yuxin Huang, Ziming Hong, Mingming Gong +3Video Diffusion ModelsAdversarial Robustness

    1Sydney AI Centre, The University of Sydney · University of Melbourne · 5Mohamed bin Zayed University of Artificial Intelligence +2

  17. AdvNav: Behavior-Guided Black-Box Adversarial Attacks on Vision-Language Navigation

    Jul 13, 2026Chenyang Li, Kaige Li, Zeyu Jiang +1Visual NavigationVision-Language Navigation

    The Hong Kong University of Science and Technology (Guangzhou) · Sun Yat-sen University

  18. AirflowAttack: Thermal-Airflow Adversarial Perturbations against Infrared Remote-Sensing Vision-Language Models

    Jul 7, 2026Cong Su, Jiaju Han, Xuemeng Sun +5Adversarial Attacks on VLMsRemote Sensing

    Tianjin University, Tianjin, China · China University of Petroleum-Beijing at Karamay, Karamay, Xinjiang, China · Shanghai Jiao Tong University, Shanghai, China

  19. Unlearnable Faces: Privacy Protection Surviving Extraction Pipeline

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

    Chung-Ang University, Seoul, South Korea

  20. Real-World Perturbation Testing of Autonomous Driving Systems

    Jul 6, 2026Stefano Carlo Lambertenghi, Matthias Weil, Andrea StoccoAutonomous Driving Safety EvaluationAdversarial Robustness

    Technical University of Munich · fortiss GmbH · Germany

  21. Phantom: A Unified Face-Swap Deepfake Protection Framework with Latent and Spatial Constraints

    Jun 30, 2026Jungkon Kim, Cheolseung Jung, Jong-Min Choi +1Adversarial PerturbationsBlack-Box Adversarial Attacks

    Samsung Electronics, AI Platform Center

  22. MAPE: Defending Against Transferable Adversarial Attacks Using Multi-Source Adversarial Perturbations Elimination

    Jun 30, 2026Xinlei Liu, Jichao Xie, Tao Hu +4Adversarial RobustnessAdversarial Perturbations

    Information Engineering University, Zhengzhou, 450002, China · Key Laboratory of Cyberspace Security, Ministry of Education, Zhengzhou, 450002, China

  23. Off the Rails: Hijacking the Scoring Head in Generative End-to-End Driving Planners with Safety-Violating Adversarial Perturbations

    Jun 29, 2026Halima Bouzidi, Mboutidem Ekemini Mkpong, Haoyu Liu +1End-to-End Autonomous DrivingAdversarial Attacks

    University of California, Irvine, CA, USA

  24. Improving Adversarial Robustness via Activation Amplification and Attenuation

    Jun 26, 2026Taïga Gonçalves, Yongsong Huang, Tomo Miyazaki +1Adversarial TrainingNeural Network Robustness

    Graduate School of Engineering, Tohoku University, Japan

  25. 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

  26. The Role of Input Dimensionality in the Emergence and Targeted Control of Adversarial Examples

    Jun 24, 2026Nasrin Malekzadeh Goradel, Niccolo Pancino, Yaser Gholizade Atani +3Adversarial AttacksAdversarial Examples

  27. Transferable Attack against Face Swapping in an Extended Space

    Jun 24, 2026Mingzhi Lyu, Yi Huang, Jun Xie +3Adversarial AttacksAdversarial Perturbations

    Nanyang Technological University Singapore

  28. ChronoLock: Protecting Videos from Unauthorized Text-to-Video Personalization

    Jun 19, 2026Jiaming He, Jiashu Zhang, Guanyu Hou +4Video Diffusion ModelsText-to-Video Generation

    Nanyang Technological University · Jilin University · The University of Manchester

  29. Adversarial Bandit Optimization with Globally Bounded Perturbations to Convex Losses

    Jun 18, 2026Zhuoyu Cheng, Kohei Hatano, Eiji TakimotoOnline Convex OptimizationBandit Convex Optimization

    Joint Graduate School of Mathematics for Innovation, Kyushu University, Japan · RIKEN AIP, Japan · Department of Informatics, Kyushu University, Japan

  30. BadWorld: Adversarial Attacks on World Models

    Jun 15, 2026Linghui Shen, Mingyue Cui, Xingyi YangAdversarial AttacksWorld Models

    The Hong Kong Polytechnic University