Higher Attack Success Rates

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  1. Persona-Conditioned Adversarial Prompting: Multi-Identity Red-Teaming for Adversarial Discovery and Mitigation

    May 12, 2026Cristian Morasso, Anisa Halimi, Muhammad Zaid Hameed +1Adversarial PromptingRed-Teaming

  2. FERMI: Exploiting Relations for Membership Inference Against Tabular Diffusion Models

    May 12, 2026Abtin Mahyar, Masoumeh Shafieinejad, Yuhan Liu +1Membership Inference AttacksMembership Inference

  3. Robust Multi-Agent Path Finding under Observation Attacks: A Principled Adversarial-Plus-Smoothing Training Recipe

    May 12, 2026Riad AhmedMulti-Agent Path FindingMulti-Agent Reinforcement Learning

  4. From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World

    May 11, 2026Pedro Conde, Henrique Branquinho, Valerio Mazzone +3Penetration TestingVulnerability Detection & Repair

  5. FragBench: Cross-Session Attacks Hidden in Benign-Looking Fragments

    May 10, 2026Astha Mehta, Niruthiha Selvanayagam, Cedric Lam +10Large Language Model SafetyTransferable Attack

  6. The Art of the Jailbreak: Formulating Jailbreak Attacks for LLM Security Beyond Binary Scoring

    May 9, 2026Ismail Hossain, Tanzim Ahad, Md Jahangir Alam +3Jailbreak AttacksJailbreaks

  7. Field-Localized Forgery Detection for Digital Identity Documents

    May 9, 2026Abhishek Kumar, Riya Tapwal, Carsten Maple +1Face Forgery DetectionIdentity

  8. Single-Configuration Attack Success Rate Is Not Enough: Jailbreak Evaluations Should Report Distributional Attack Success

    May 9, 2026Carsten Maple, Abhishek Kumar, Riya TapwalJailbreak AttacksJailbreak Evaluations

  9. LLM-Agnostic Semantic Representation Attack

    May 9, 2026Jiawei Lian, Jianhong Pan, Lefan Wang +4Language Model Evasion AttacksTransformation-Based Attacks

  10. AESOP: Adversarial Execution-path Selection to Overload Deep Learning Pipelines

    May 9, 2026Tingxi Li, Mingfang Ji, Ravishka Shemal Rathnasuriya +3Online InferenceMultiple Attack Surfaces

  11. OrchJail: Jailbreaking Tool-Calling Text-to-Image Agents by Orchestration-Guided Fuzzing

    May 8, 2026Jianming Chen, Yawen Wang, Junjie Wang +3JailbreaksFuzzing

  12. Trapping Attacker in Dilemma: Examining Internal Correlations and External Influences of Trigger for Defending GNN Backdoors

    May 8, 2026Fan Yang, Binyan Xu, Di Tang +1Backdoor AttacksGnn-Based Detectors

  13. CLAD: A Clustered Label-Agnostic Federated Learning Framework for Joint Anomaly Detection and Attack Classification

    May 7, 2026Iason Ofeidis, Nikos Papadis, Randeep Bhatia +2Internet Of ThingIntrusion Detection

  14. Vol-Mark: A Watermark for 3D Medical Volume Data Via Cubic Difference Expansion and Contrastive Learning

    May 6, 2026Jiangnan Zhu, Yuntao Wang, Shengli Pan +1WatermarksVolume

  15. Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization

    May 6, 2026Zheng Fang, Xiaosen Wang, Shenyi Zhang +2Audio TokensLarge Language Model Jailbreaks

  16. NeurIPS Should Require Reproducibility Standards for Frontier AI Safety Claims

    May 5, 2026Varad Vishwarupe, Nigel Shadbolt, Marina Jirotka +1Artificial Intelligence SafetyReproducibility

  17. MOSAIC-Bench: Measuring Compositional Vulnerability Induction in Coding Agents

    May 5, 2026Jonathan Steinberg, Oren GalCoding AgentsExploitation

  18. Membership Inference Attacks for Retrieval Based In-Context Learning for Document Question Answering

    May 5, 2026Tejas Kulkarni, Antti Koskela, Laith ZumotMembership Inference AttacksIn-Context Learning

  19. Exposing LLM Safety Gaps Through Mathematical Encoding:New Attacks and Systematic Analysis

    May 5, 2026Haoyu Zhang, Mohammad Zandsalimy, Shanu SushmitaLarge Language Model SafetyLarge Language Model Performance

  20. Graph Reconstruction from Differentially Private GNN Explanations

    May 5, 2026Rishi Raj Sahoo, Jyotirmaya Shivottam, Subhankar MishraDifferential PrivacyGraph Neural Networks

  21. Tenability and Weak Semantics: Modeling Non-uniform Defense -- Extended Version

    May 3, 2026Uri Andrews, Luca San Mauro, John SpoerlAbstract ArgumentationDefense Strategies

  22. Trojan Hippo: Weaponizing Agent Memory for Data Exfiltration

    May 3, 2026Debeshee Das, Julien Piet, Darya Kaviani +3Multiple Attack SurfacesAgent Memory

  23. MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety

    May 3, 2026Jialin Song, Xiaodong Liu, Weiwei Yang +4Large Language Model SafetyAdversarial Prompting

  24. Depth-Guided Privacy-Preserving Visual Localization Using 3D Sphere Clouds

    May 1, 2026Heejoon Moon, Jongwoo Lee, Jeonggon Kim +1Sequential Visual LocalizationIntermediate Scene Representations

  25. Quantamination: Dynamic Quantization Leaks Your Data Across the Batch

    Apr 29, 2026Hanna Foerster, Ilia Shumailov, Cheng Zhang +3Extreme Low-Bit QuantizationQuantizer

  26. Scalable Secure Biometric Authentication without Auxiliary Identifiers

    Apr 27, 2026Alexander Bienstock, Daniel Escudero, Antigoni Polychroniadou +5BiometricsAuthentication

  27. Evaluating Jailbreaking Vulnerabilities in LLMs Deployed as Assistants for Smart Grid Operations: A Benchmark Against NERC Standards

    Apr 25, 2026Taha Hammadia, Lucas Rea, Ahmad Mohammad Saber +2Large Language Model JailbreaksJailbreaks

  28. A Systematic Survey of Security Threats and Defenses in LLM-Based AI Agents: A Layered Attack Surface Framework

    Apr 25, 2026Kexin ChuMultiple Attack SurfacesAgentic Systems

  29. Semantic Denial of Service in LLM-controlled robots

    Apr 25, 2026Jonathan Steinberg, Oren GalLarge Language Model SafetyMultiple Attack Surfaces

  30. Toward Polymorphic Backdoor against Semantic Communication via Intensity-Based Poisoning

    Apr 25, 2026Xiao Yang, Yuni Lai, Gaolei Li +4Backdoor AttacksTransformation-Based Attacks

  31. Transferable Physical-World Adversarial Patches Against Object Detection in Autonomous Driving

    Apr 25, 2026Zihui Zhu, Ziqi Zhou, Yichen Wang +3Adversarial ExamplesAutonomous Driving

  32. Sharpness-Aware Poisoning: Enhancing Transferability of Injective Attacks on Recommender Systems

    Apr 24, 2026Junsong Xie, Yonghui Yang, Pengyang Shao +1Recommender SystemsLarge-Scale Recommendation Systems

  33. PermaFrost-Attack: Stealth Pretraining Seeding(SPS) for planting Logic Landmines During LLM Training

    Apr 23, 2026Harsh Kumar, Rahul Maity, Tanmay Joshi +4Language Model Evasion AttacksMultiple Attack Surfaces

  34. DCMorph: Face Morphing via Dual-Stream Cross-Attention Diffusion

    Apr 23, 2026Tahar Chettaoui, Eduarda Caldeira, Guray Ozgur +3Facial RecognitionIdentity-Conditioned Latent Diffusion Models

  35. Adversarial Evasion in Non-Stationary Malware Detection: Minimizing Drift Signals through Similarity-Constrained Perturbations

    Apr 23, 2026Pawan Acharya, Lan ZhangMalware DetectionEvasion

  36. Subject-level Inference for Realistic Text Anonymization Evaluation

    Apr 23, 2026Myeong Seok Oh, Dong-Yun Kim, Hanseok Oh +6AnonymizationPrompt-Level Mitigations

  37. AgentSOC: A Multi-Layer Agentic AI Framework for Security Operations Automation

    Apr 22, 2026Joyjit Roy, Samaresh Kumar SinghModular Agentic FrameworkCybersecurity

  38. EvoJail: Evolutionary Diverse Jailbreak Prompt Generation for Large Language Models

    Apr 22, 2026Rui Tang, Kaiyu Xu, Pengsen Cheng +3Jailbreak EvaluationsJailbreak Detection

  39. How Adversarial Environments Mislead Agentic AI?

    Apr 20, 2026Zhonghao Zhan, Huichi Zhou, Zhenhao Li +3AdversariesMultiple Attack Surfaces

  40. TrEEStealer: Stealing Decision Trees via Enclave Side Channels

    Apr 20, 2026Jonas Sander, Anja Rabich, Nick Mahling +5Side-Channel AnalysisTransformation-Based Attacks

  41. When Background Matters: Breaking Medical Vision Language Models by Transferable Attack

    Apr 19, 2026Akash Ghosh, Subhadip Baidya, Sriparna Saha +1Medical Vision-Language ModelsLarge Vision Language Models

  42. Multimodal Analytics of Cybersecurity Crisis Preparation Exercises: What Predicts Success?

    Mar 30, 2026Conrad Borchers, Valdemar Švábenský, Sandesh K. Kafle +2CybersecurityComputerized Adaptive Testing

  43. Fast Preemptive Robustification: High-Frequency Response Anti-Aligns Shared Vulnerability

    Mar 26, 2026Jiaming Liang, Chi-Man PunTransferable AttackModel Pretraining

  44. Risk-Adjusted Harm Scoring for Automated Red Teaming for LLMs in Financial Services

    Mar 11, 2026Fabrizio Dimino, Bhaskarjit Sarmah, Stefano PasqualiLarge Language Model SafetyRed-Teaming

  45. LoMime: Query-Efficient Membership Inference using Model Extraction in Label-Only Settings

    Feb 21, 2026Abdullah Caglar Oksuz, Anisa Halimi, Erman AydayMembership Inference AttacksMembership Inference

  46. Robustness of Vision Language Models Against Split-Image Harmful Input Attacks

    Feb 8, 2026Md Rafi Ur Rashid, MD Sadik Hossain Shanto, Vishnu Asutosh Dasu +1Large Vision Language ModelsAdversarial Jailbreaks

  47. ChartAttack: Testing the Vulnerability of LLMs to Malicious Prompting in Chart Generation

    Jan 19, 2026Jesus-German Ortiz-Barajas, Jonathan Tonglet, Vivek Gupta +1Multi-Modal Large Language ModelsAttacker-Chosen Wrong Answer

  48. AgenTRIM: Tool Risk Mitigation for Agentic AI

    Jan 18, 2026Roy Betser, Amit Giloni, Shamik Bose +4Transformation-Based AttacksTool

  49. Enhancing Adversarial Transferability through Block Stretch and Shrink

    Nov 21, 2025Quan Liu, Feng Ye, Chenhao Lu +4Adversarial TransferabilityTransformation-Based Attacks

  50. Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors

    Oct 1, 2025Yen-Shan Chen, Sian-Yao Huang, Cheng-Lin Yang +1Retrieval-Augmented Generation SystemsData Poisoning

  51. FLAT: Revealing Hidden Latent-Conditioned Backdoor Failures in Federated Learning

    Aug 6, 2025Tuan Nguyen, Sze Jue Yang, Khoa D. Doan +2Federated LearningBackdoor Attacks

  52. Divide and Conquer: A Hybrid Strategy Defeats Multimodal Large Language Models

    Dec 21, 2024Yanxu Mao, Peipei Liu, Tiehan Cui +3Large Language Model JailbreaksAdversarial Jailbreaks

  53. GDBR: Label Recovery Attack Against Partial Gradient Encryption in Federated Learning

    Dec 17, 2024Rui Zhang, Ka-Ho ChowFederated LearningHomomorphic Encryption

  54. DropVLA: An Action-Level Backdoor Attack on Vision-Language-Action Models

    Date pendingZonghuan Xu, Jiayu Li, Yunhan Zhao +3Backdoor AttacksExecutable Robot Behavior

  55. A False Average: Pooled CoT-Monitor Accuracy Conceals a Reasoning-Dependent Fragility

    Date pendingShikhar Shiromani, Leo RichterReasoning TrapTransferable Attack