Adversarial Attacks

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28 papers in the last four weeks, up 155% on the four weeks before. 0.3% of all new papers.

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  1. MOAT: Model-Agnostic Randomized Transformations for preventing Efficiency Degradation Attacks on ViTs

    Aug 5, 2026Anadi Goyal, Nandish Chattopadhyay, Chandan Karfa +2Adversarial AttacksVision Transformer

    Indian Institute of Technology Guwahati, India · Nanyang Technological University, Singapore · Prince of Songkla University, Phuket Campus

  2. A Survey of Adversarial Efficiency Degradation for Vision Transformer by Exploiting Input-adaptive Optimization

    Aug 5, 2026Anadi Goyal, Nandish Chattopadhyay, Anupam Chattopadhyay +1Adversarial Patch AttacksAdversarial Attacks

    Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India · Nanyang Technological University, 50 Nanyang Ave, Singapore 639798

  3. Breadcrumbing Search Agents

    Aug 5, 2026Xuebin Li, Hanqing Zhao, Siyuan Liang +4Adversarial AttacksWeb Search Agents

    School of Cyber Science and Technology, University of Science and Technology of China · College of Computing and Data Science, Nanyang Technological University

  4. TwinIR: Coordinated Invisible Dual-Point Attacks on Online HD Map Construction

    Aug 5, 2026Haibo Hu, Jianghuai Deng, Chen Tang +3HD Map ConstructionAdversarial Attacks

    City University of Hong Kong

  5. Season: Spectrum-Aware Orthogonal Gradient Refinement for Transfer-Based Adversarial Attacks

    Aug 5, 2026Tianyi Wang, Zhenghao Gao, Shengjie XuAdversarial AttacksTransfer-Based Adversarial Attacks

    Tongji University Shanghai, China · Huazhong University of Science and Technology · Wuhan LightRead Intelligent Technology Co., Ltd. Wuhan, China

  6. Eliciting Intrinsic Hallucinations in LLMs via Semantically Equivalent Adversarial Attacks

    Aug 4, 2026Atri Vivek Sharma, Brian Formento, Alessio LomuscioRetrieval-Augmented GenerationAdversarial Attacks

    Imperial College London · Safe Intelligence

  7. 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)

  8. MissClick: Execution-Aware Adversarial Attacks on Coordinate Generation in GUI Grounding Models

    Aug 4, 2026Yu Ran, Wentao ZhaoAdversarial Attacks on VLMsAdversarial Attacks

    National University of Defense Technology

  9. ConformalShift: Targeted Event Reordering Against Adaptive ECG Monitoring

    Aug 4, 2026Arash Vashagh, Yasmin VashaghAdversarial AttacksElectrocardiography

    Faculty of Computer Science, University of New Brunswick, Fredericton, New Brunswick E3B 5A3, Canada · Farzanegan Amin 2 High School, Isfahan, Iran

  10. Fast Object Removal Attacks on Safety-Critical Video-based Perception Systems

    Aug 3, 2026Mohammad Imtiaz Hasan, M Sabbir Salek, Nathan Jones +2Adversarial AttacksAutonomous Driving Perception

    Glenn Department of Civil Engineering, Clemson University, Clemson, SC 29634 · National Center for Transportation Cybersecurity and Resiliency, Greenville, SC 29607 · School of Computing, Clemson University, Clemson, SC 29634 +1

  11. OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution

    Aug 1, 2026Yunhao Chen, Xin Wang, Yixu Wang +6Adversarial AttacksLong-Horizon Agent Evaluation

    Fudan University · Shanghai Artificial Intelligence Laboratory · Work done during Yunhao Chen’s internship at Shanghai AI Lab. +1

  12. Crushing the Evidence: A Dual-Penalty Evasion Framework for Fooling White-Box Explainable AI Auditors

    Aug 1, 2026Niraj Kumar, Harsh KasyapAdversarial Attacks

    Indian Institute of Technology Gandhinagar · Indian Institute of Technology (BHU) Varanasi

  13. QR-Structured Thermal Triggers for Targeted Semantic Attacks on Infrared Vision-Language Models

    Jul 31, 2026Xiang Chen, Yingying Zhao, Chao Li +7VLM RobustnessAdversarial Attacks on VLMs

  14. DiffAttack: Evasion Attacks Against Face Recognition via Latent Diffusion Models

    Jul 31, 2026Omid Ahmadieh, Nima KarimianAdversarial AttacksTransfer-Based Adversarial Attacks

    University of South Florida Bellini College of Artificial Intelligence, Cybersecurity and Computing Tampa, Florida, USA

  15. Old Tricks, New Models: How Simple Image Transformations Break Modern AI-based Content Moderation

    Jul 30, 2026Marco Alecci, Francesco Marchiori, Iyiola Emmanuel Olatunji +2Multimodal RobustnessAdversarial Attacks

    Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg · Department of Mathematics, University of Padua, Padua, Italy

  16. 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

  17. Revisiting the Adversarial Robustness of Graph-Based Traffic Forecasting

    Jul 30, 2026Qingzhao ZhangAdversarial AttacksAdversarial Robustness

    The University of Arizoan

  18. IGME: Efficient Chained Method Ensemble for Transferable Semantic Segmentation Attacks

    Jul 29, 2026Mengqi He, Jing ZhangAdversarial AttacksTransfer-Based Adversarial Attacks

    School of Computing, College of Systems & Society · The Australian National University, Canberra, ACT, Australia

  19. RoguePrompt: Dual-Layer Encoding for Self-Reconstruction to Circumvent LLM Moderation

    Jul 29, 2026Benyamin Tafreshian, Prathamesh DhakeAdversarial AttacksAdversarial Attacks on LLMs

    Department of Computer Science · Boston University · Boston, MA, USA

  20. Physically Real-time Infrared Attack against Optical Flow Estimation Networks

    Jul 29, 2026Shen You, Wei Jiang, Jiarui Liu +4Optical FlowAdversarial Attacks

    City University of Hong Kong Tat Chee Avenue, Kowloon, Hong Kong SAR · University of Electronic Science and Technology Chengdu, Sichuan, China · Shenzhen University Shenzhen,Guangdong,China +1

  21. Borrowed Strength: Best-of-N Search over a Code EncodingBreaks Self-Check Jailbreak Defenses

    Jul 29, 2026Haoyu Zhang, Shibo Zheng, Xiangchen Guan +4Adversarial AttacksJailbreak Attacks

    1Northeastern University

  22. Prosody-driven Jailbreaks in Audio LLMs: A Controlled Study and Mechanistic Analysis

    Jul 29, 2026Jiachen Qian, Junyu LiAudio-Language Model EvaluationLLM Safety Benchmarks

    City University of Hong Kong · City University of Hong Kong (Dongguan)

  23. TIGA: Trajectory-Injected Generative Attack against Black-box AIGC Detectors

    Jul 28, 2026Xia Du, Zhuosen Bao, Zheng Lin +4Adversarial AttacksTransfer-Based Adversarial Attacks

    School of Computer and Information Engineering, Xiamen University of Technology, Xiamen, 361000, China · Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, L-1855 Luxembourg, Luxembourg · School of Computer Science, Engineering Research Center of Machine Learning and Industry Intelligence, Sichuan University, Chengdu, China, 610020, China +2

  24. I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models

    Jul 28, 2026Yimao Guo, Zuomin Qu, Wei LuImage-to-Video GenerationAdversarial Attacks

    School of Computer Science and Engineering, Sun Yat-sen University Ministry of Education Key Laboratory of Information Technology Guangdong Province Key Laboratory of Information Security Technology Guangzhou 510006, China · Guangdong Province Key Laboratory of Information Security Technology Guangzhou 510006, China · State Key Laboratory of HVDC, China Southern Power Grid Electric Power Research Institute

  25. Denial of Deadline: Network-Driven Accuracy Collapse in Distributed Inference Pipelines

    Jul 27, 2026Jhonatan Tavori, Gur-Eyal Sela, Ion Stoica +1Adversarial AttacksEdge Computing

    Columbia University · UC Berkeley

  26. Ranked by Position: Order Sensitivity as an Exploitable Attack Surface in LLM Listwise Recommenders

    Jul 26, 2026Ge Zhang, Jingru Cheng, Huiyuan ChenLearning to RankAdversarial Attacks

    Stanford University · Independent Researcher

  27. False Prophets: On the Security of World Models in Agentic Systems

    Jul 25, 2026Erik Imgrund, Anna Wimbauer, Klim Kireev +1Adversarial AttacksAI Agent Security

    BIFOLD & TU Berlin Berlin, Germany

  28. ISPCloak: Weaponizing ISP for Optimization-Free Physical Camouflage against Deepfake Detectors

    Jul 24, 2026Jiale Zhao, Jiajun Wan, Lei Tang +3Adversarial AttacksDeepfake Detection

    Guangdong University of Technology Guangzhou, China · Guizhou Provincial Laboratory of Big Data, State Key Laboratory of Public Big Data, Guizhou University Guiyang, China

  29. Adversarial Frontiers: Minimum-Norm Attack Ensembles for Robustness Evaluation

    Jul 22, 2026Luca Scionis, Luca Melis, Maura Pintor +5Adversarial AttacksNeural Network Robustness

    Sapienza University of Rome, Italy · University of Cagliari, Italy · University of Genoa, Italy

  30. Attacking Graph Foundation Models Through Their Shared Representation

    Jul 20, 2026Pankaj Kumar, Subhankar MishraAdversarial AttacksGraph Foundation Models

    1National Institute of Science Education and Research · 2An OCC of Homi Bhabha National Institute