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. Proteus: Automated Adversarial Robustness Testing for Audio Deepfake Detectors

    Jun 28, 2026Nicolas M. Müller, Aditya Tirumala Bukkapatnam, Zohaib AhmedAudio Deepfake DetectionAdversarial Attacks

    Resemble AI, Mountain View, CA, USA

  2. The Platonic Defense: Backdoor Defense for Self-Supervised Encoders in the Era of Large Scale Pre-training

    Jun 28, 2026Tuo Chen, Minjing Dong, Benlei Cui +2Adversarial AttacksSelf-Supervised Visual Representation Learning

    Southeast University · Ant Group · City University of Hong Kong +2

  3. Fairness Attacks on Recommender Systems

    Jun 27, 2026Yanan Wang, Yong GeAdversarial AttacksAlgorithmic Fairness

    Department of Information Systems and Operations Management, College of Business, The University of Texas at Arlington · Department of Management Information Systems, Eller College of Management, the University of Arizona

  4. PLAA: Packet-level Adversarial Attacks in Network Traffic Detection

    Jun 26, 2026Jinhao You, Zan Zhou, Shujie Yang +3Adversarial AttacksNetwork Intrusion Detection

    Beijing University of Posts and Telecommunications · Zhongguancun Laboratory

  5. Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attacks

    Jun 26, 2026Andrew C. Cullen, Neil G. Marchant, Jiani Xie +4ASR EvaluationAdversarial Attacks

    University of Melbourne · DST Group, Adelaide

  6. Vulnerability of Natural Language Classifiers to Evolutionary Generated Adversarial Text

    Jun 25, 2026Manjinder Singh, Alexander E. I. Brownlee, Mohamed ElawadyAdversarial AttacksBlack-Box Adversarial Attacks

    Computing Science & Mathematics University of Stirling, Stirling, UK · Computer and Information Sciences University of Strathclyde, Glasgow, UK

  7. Inherited Circuits, Learned Semantics: How Fine-Tuning Creates Evasion Vulnerabilities Invisible to Standard Evaluation

    Jun 25, 2026Ryan FettermanAdversarial AttacksLLM Fine-Tuning

    Cisco Talos

  8. ShareLock: A Stealthy Multi-Tool Threshold Poisoning Attack Against MCP

    Jun 25, 2026Liwei Liu, Tianzhu Han, Zijian Liu +2Adversarial AttacksMCP Security

    Shanghai Jiao Tong University · Shanghai, China

  9. DroidBreaker: Practical and Functional Problem-Space Attacks on Machine-Learning Android Malware Detectors

    Jun 25, 2026Christian Scano, Diego Soi, Angelo Sotgiu +5Adversarial AttacksAndroid Malware Detection

    University of Cagliari · Sapienza University of Rome · CINI +1

  10. Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and Vision-Language Models

    Jun 25, 2026Abrar Alotaibi, Moataz AhmedAdversarial Attacks on VLMsAdversarial Attacks

    Information and Computer Science Department, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia · College of Computer Science and Information Technology, Imam Abdulrahman Bin Faisal University, Dammam, 31441, Saudi Arabia · SDAIA-KFUPM Joint Research Center for Artificial Intelligence, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia

  11. 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

  12. Transferable Attack against Face Swapping in an Extended Space

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

    Nanyang Technological University Singapore

  13. Attacking the Trusted Imagination: Oracle-Level Integrity Attacks on Imagine-then-Act World Models

    Jun 22, 2026Linghan Chen, Kaiyan Ji, Minyu GuoAdversarial AttacksAdversarial Attacks on VLA Models

    Adelaide University

  14. The Unseen Hand: Manipulating Model Fairness and SHAP with Targeted Identity Re-Association Attacks

    Jun 22, 2026Sannaan Khan, Muhammad U. S. KhanAdversarial AttacksAlgorithmic Fairness

    National University of AbstractSciences and Technology (NUST)

  15. Learning to Evade: Adaptive Attacks on Audio Watermarking

    Jun 21, 2026Weikang Ding, Hanqing Guo, Rui Duan +4Watermark RemovalAudio Watermarking

    University of Missouri-Kansas City, USA · University of Hawaii at Manoa, USA · University of South Florida, USA +2

  16. Exploiting Neural Audio Codec Latents for Adversarial Audio Attacks

    Jun 18, 2026Sameek Bhattacharya, Bharath Krishnamurthy, Ajita RattaniAdversarial Attacks

    Dept. of Computer Science and Engineering, University of North Texas, Denton, Texas, USA

  17. Adversarial observations in probabilistic State-Space Models for robust Reinforcement Learning

    Jun 18, 2026M. Santos-Pascual, D. Ríos InsuaAdversarial AttacksPartially Observable RL

    1Inst. Math. Sciences, Spanish Nat. Research Council, Madrid, Spain · Universidad Autónoma de Madrid, Escuela de Doctorado, Madrid, Spain

  18. VFACamou: View-Fused Adversarial Camouflage for Environment-Adaptive Physical Evasion

    Jun 18, 2026Shihui Yan, Hu Liu, Junyu Shi +6Adversarial AttacksPhysical Adversarial Attacks

    State Key Laboratory of Intelligent Vehicle Safety Technology · School of Cyber Science and Engineering, Huazhong University of Science and Technology · School of Computer Science and Technology, Huazhong University of Science and Technology +2

  19. Detecting Hidden ML Training With Zero-Overhead Telemetry

    Jun 17, 2026Robi Rahman, Sabiha TajdariAdversarial AttacksAdversarial Robustness

    Machine Intelligence Research Institute · University of Virginia

  20. Stealthy World Model Manipulation via Data Poisoning

    Jun 17, 2026Yibin Hu, Xiaolin Sun, Zizhan ZhengWorld Model LearningAdversarial Attacks

    Department of Computer Science Tulane University New Orleans, LA, USA

  21. Veriphi: Attack-Guided Neural Network Verification with Dataset-Dependent Training Methods

    Jun 16, 2026Pratik Deshmukh, Kartik Arya, Vasili SavinAdversarial TrainingNeural Network Verification

    TU Wien, Vienna, Austria

  22. TIGER: Inverting Transformer Gradients via Embedding-Subspace Distance Optimization

    Jun 16, 2026William Kalikman, Ivo Petrov, Dimitar I. Dimitrov +1Gradient Inversion AttacksTransformer

    ETH Zürich · INSAIT, Sofia University "St. Kliment Ohridski"

  23. Flux-Guard: Facial Identity Protection using diffusion models

    Jun 16, 2026Jie Wang, Tao Wang, Ru Zhang +1Adversarial AttacksDiffusion-Based Image Editing

    School of Cyberspace Security, Beijing University of Posts and Telecommunications, Beijing, 100876, China · Nanjing University of Aeronautics and Astronautics, NanJing, China

  24. MorphStrata: Layer-Specific Perturbations for Generating Morphence Students in Time-Series Moving Target Defense

    Jun 16, 2026Abhishek Bhardwaj, Arnav Doshi, Anusri Nagarajan +5Adversarial AttacksTime Series Forecasting

    Department of Computer Science, San Jos´e State University, San Jos´e, CA, USA · Department of Computer Engineering, San Jos´e State University, San Jos´e, CA, USA · Department of Applied Data Science, San Jos´e State University, San Jos´e, CA, USA +1

  25. BadWorld: Adversarial Attacks on World Models

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

    The Hong Kong Polytechnic University

  26. Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance

    Jun 14, 2026Bohdan Turbal, Blossom Metevier, Max Springer +1Adversarial Prompt GenerationAdversarial Attacks

    Princeton University, Princeton, NJ, USA.

  27. Attribute Inference from Interactive Targeted Ads

    Jun 13, 2026Peihao LiPrivacy AuditingAdversarial Attacks

  28. Giving AI a Headache: Acoustic Adversarial Attacks to Computer Vision Applications

    Jun 12, 2026Nicole Villavicencio-Garduño, Maksim Ekin Eren, Milo Prisbrey +2Adversarial AttacksAdversarial Robustness

    Carnegie Mellon University, Pittsburgh, USA · Los Alamos National Laboratory, Los Alamos, USA

  29. The Perceived Fragility of Explanations in Audio Models: Manipulation of Attribution with Unchanged Predictions

    Jun 12, 2026Piotr Kitłowski, Dominik Wiącek, Mateusz ModrzejewskiAudio Deepfake DetectionAdversarial Attacks

    Faculty of Electronics and Information Technology, Warsaw University of Technology, Warsaw, Poland.

  30. No Hidden Prompts Needed! You Can Game AI Peer Review with Presentation-Only Revisions

    Jun 11, 2026Xu Yang, Zhizhou Sha, Junbo Li +10Adversarial AttacksAutomated Peer Review

    University of Texas at Austin · University of Illinois Urbana-Champaign · University of Texas at Dallas +1