Jailbreak Evaluations

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  1. Beyond Routine Compliance: Cunning Data Cultivates Safety Vigilance in Large Language Models

    Sep 16, 2026Youjia Wang, Lin Xu, Yang Sun +3Large Language Model SafetyAdversarial Jailbreaks

  2. SoK: Rethinking Jailbreaking in the Era of Agentic AI: Attacks, Defenses, and Practical Consideration

    Sep 14, 2026Md Jueal Mia, Yanzhao Wu, Selcuk Uluagac +1Novel Jailbreak MethodJailbreak Evaluations

  3. Trust Me, I'm Your Developer: Self-Issued Authentication in Large Language Models

    Sep 10, 2026Syed Ghazanfar Abbas, Dongyan XuAuthenticationJailbreaks

  4. Arbitrary Cipher Attacks Against Large Language Models Do Not Require Fine-Tuning

    Sep 10, 2026Thomas RivasseauLarge Language Model JailbreaksLarge Language Model Safety

  5. Structural Jailbreaks Generalize but Do Not Compound: A cross-provider and multilingual study of Involuntary In-Context Learning

    Sep 8, 2026Tejasvi C. AddagadaLarge Language Model JailbreaksJailbreaks

  6. Style Over Substance: Content-Invariant Wrappers Flip LLM Safety-Judge Verdicts

    Sep 8, 2026Yongxi Zhou, Wenbo Ye, Yuanzhe Liu +2Large Language Model SafetyJudges

  7. The Price of Consistency: Exploiting Visual Anchors for Multimodal Jailbreaking in Video Generation

    Sep 7, 2026Peng Li, Qianqian Xu, Yangbangyan Jiang +2Large-Scale Video Generation ModelsJailbreak Evaluations

  8. IndicSafeEval: Safety Robustness of Large Language Models under Multilingual Persuasive Jailbreak Attacks

    Sep 3, 2026Saikat Mondal, Mamta, Deeksha Varshney +2Large Language Model SafetyLarge Language Model Evaluation

  9. Jailbreaking Text-to-Image Models Through Cracks: Navigating Heterogeneous Safety Filters via Multi-Agent Debate

    Sep 1, 2026Kaiyan Wen, Shijie Zhang, Lu Yu +1JailbreaksText-To-Image

  10. HiveTraceGuard-Pro: A Compact Generative Guardrail for Prompt Injection, Jailbreaks, and Adversarial Obfuscation

    Sep 1, 2026Nikita Oblakov, Sabrina Sadiekh, Evgeniy KokuykinGuardrailObfuscation

  11. Validity-Aware Jailbreak Evaluation for Large Language Models

    Aug 31, 2026Qilong Wu, Sahil Wadhwa, Pranab Mohanty +2Large Language Model JailbreaksJailbreak Evaluations

  12. The Fragility of Jailbreak Robustness Across Operational States

    Aug 31, 2026Yuna Park, Hwang Youn Kim, Yujin Kim +3Jailbreak AttacksJailbreaks

  13. The Safety Relay in Roleplay Jailbreaks: A Component-Resolved Causal Analysis of Harm Recognition and Refusal

    Aug 31, 2026Md Mokarram Chowdhury, Ernie Chang, Yang LiNovel Jailbreak MethodJailbreaks

  14. TACS: Trajectory-Aware Candidate Selection for LLM Jailbreak Suffix Optimization

    Aug 30, 2026Shiliang XiaoNovel Jailbreak MethodJailbreak Detection

  15. Fully Unleashing the Multimodal Attacker: Meta-Adaptive Jailbreaking of Vision-Language Models

    Aug 27, 2026Benlei Cui, Shen Pang, Yuke Wang +7Large Language Model JailbreaksJailbreak Evaluations

  16. SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense

    Aug 11, 2026Siyuan Liang, Yupeng Qiu, Junfeng Fang +3Text-To-Video ModelsJailbreak Detection

  17. Stealing Reasoning Traces from Proprietary LLM APIs

    Aug 10, 2026Alexander Panfilov, David Schmotz, Ilia Shumailov +5Large Language Model ReasoningReasoning Traces

  18. Measuring the Wrong Thing: Internal Harmfulness Scores Anti-Rank Successful Jailbreaks

    Aug 10, 2026Mingyu Luo, Ming Deng, Zilang Qiu +8Jailbreak EvaluationsJailbreak Detection

  19. Dual-Adversarial Safety Alignment: Cultivating Intrinsic Threat Comprehension in LRMs

    Aug 10, 2026Hongli Shen, Shaopeng Fu, Qinbo Zhang +2Safety AlignmentJailbreak Evaluations

  20. Yesterday's Shield, Today's Spear: A Self-Evolving Safety Guardrail in Production

    Aug 9, 2026Cong Ming, Jingyi Chen, Bin Liu +4GuardrailThreat Models

  21. ICO: Enhancing Semantic-Shift Jailbreaks via Iterative Context Optimization

    Aug 4, 2026Hujian Zhu, Yihao Huang, Felix Juefei-Xu +5Jailbreak EvaluationsJailbreaks

  22. AI Security Leaderboard: Methodology, Results and Minimal Standard

    Aug 4, 2026Jasper Timm, Lukas Struppek, Ziwei Xu +12Security AnalysisArtificial Intelligence Safety

  23. Decoy Images Amplify Caption-Mediated Defenses Against Encoded Jailbreaks

    Aug 2, 2026Haoyu Zhang, Xiangchen Guan, Shibo Zheng +2Model-Agnostic DefenseNovel Jailbreak Method

  24. Mind the Gap: Zero-Query Jailbreaks via Filter-Generator Discrepancy in Text-to-Image Systems

    Aug 2, 2026Wanguang Li, Zhaoxin Wang, Handing WangJailbreak Evaluations

  25. A Cross-Architecture Audit of Direction-Based Inference-Time Defences in Vision-Language Models

    Jul 30, 2026Xiangyu Yin, Tora Bodin, Rohan Menon +1Inference-Time DefenseLarge Language Model Jailbreaks

  26. Safety, or Just Capability? A Validity Audit of Agent-Safety Benchmarks

    Jul 30, 2026Youting Wang, Xiao Han, Dingyan Shang +2Safety EvaluationSafety

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

    Jul 29, 2026Benyamin Tafreshian, Prathamesh DhakeJailbreaksContent Moderation

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

    Jul 29, 2026Haoyu Zhang, Shibo Zheng, Xiangchen Guan +4Higher Attack Success RatesJailbreaks

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

    Jul 29, 2026Jiachen Qian, Junyu LiLarge Audio Language ModelsJailbreak Evaluations

  30. Asymmetric Collapse in Model Merging: When Refusal Over- writes Recognition

    Jul 26, 2026Aarnav Choudhary, Matheus Fonseca Rocha, Jiwon Seo +2Model MergingRefusals

  31. Geometric Configurations of Perturbed Jailbreak Prompts

    Jul 22, 2026Lynn Delcon, Andres Algaba, Vincent GinisLarge Language Model JailbreaksJailbreak Evaluations

  32. Visual Token Compression Enhances Robustness of MLLMs

    Jul 21, 2026Shishen Gu, Jiequan Cui, Wenbo Hu +3Visual Token PruningLarge Language Model Jailbreaks

  33. An Early Warning of Emerging Biosecurity Risks in Frontier LLMs

    Jul 20, 2026Zhida He, Xia Hu, Baichen Le +20Large Language Model SafetyLife Sciences Research

  34. JailMeter: An Evidence-Based Evaluation Framework for Jailbreak Attacks on Large Language Models

    Jul 20, 2026Qingjia Huang, Jingyu Zhang, Jianguo Wu +6Large Language Model JailbreaksJailbreak Attacks

  35. How Jailbreak Attacks Inform Safety Alignment: A Defender-Centric, Shapley-Based Evaluation of Jailbreak Contributions

    Jul 19, 2026Yukai Zhou, Feiyang Lu, Xiaokai Mao +2Jailbreak AttacksJailbreak Evaluations

  36. MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment

    Jul 13, 2026Junyoung Park, Namgyu Park, Sechan Lee +3Jailbreak EvaluationsCredit Assignment

  37. Minionese: Comprehensive Benchmark and Mechanistic Study of Multilingual LLM Safety

    Jul 11, 2026Chigozirim Ifebi, Brent Kong, Ayushi MehrotraMultilingual SafetyLarge Language Model Safety

  38. Mechanistic Interpretability of LLM Jailbreaks via Internal Attribution Graphs

    Jul 8, 2026Anupam Wagle, Ifrat Ikhtear Uddin, Chaowei Zhang +1Large Language Model JailbreaksLarge Language Model Performance

  39. Breaking Database Lock-in: Agentic Regeneration of High Performance Storage Readers for Database Bypass

    Jul 8, 2026Victor Giannakouris, Immanuel TrummerText-To-SqlData Lakes

  40. Refused in Chat, Written in Code: Workflow-Level Jailbreak Construction in IDE Coding Agents

    Jul 4, 2026Abhishek Kumar, Carsten MapleCoding AgentsJailbreak Evaluations

  41. Overloading Large Vision-Language Models for Jailbreaking

    Jul 3, 2026Haoyu Zhang, Yangyang Guo, Mohan KankanhalliLarge Language Model JailbreaksLarge Vision Language Models

  42. HARC: Coupling Harmfulness and Refusal Directions for Robust Safety Alignment

    Jul 1, 2026Shei Pern Chua, Hao Wu, Qianli Ma +1Safety AlignmentHarms

  43. Beyond the Prompt: Jailbreaking Function-Calling LLMs via Simulated Moderation Traces

    Jul 1, 2026Junlong Liu, Haobo Wang, Weiqi Luo +1Jailbreak AttacksJailbreaks

  44. Robust Harmful Features Under Jailbreak Attacks: Mechanistic Evidence from Attention Head Specialization in Large Language Models

    Jun 26, 2026Yanchen Yin, Dongqi Han, Linghui LiJailbreak AttacksLarge Language Model Safety

  45. Low-Agreeableness Persona Conditioning for Safe LLM Fine-Tuning

    Jun 26, 2026Austin MY Cheung, Yi YangLarge Language Model Fine-TuningFinetuning

  46. Jailbreaking for the Average Jane: Choosing Optimal Jailbreaks via Bandit Algorithms for Automatically Enhanced Queries

    Jun 25, 2026Prarabdh Shukla, Ritik, Suhas Rao +2Novel Jailbreak MethodJailbreaks

  47. VPA-Guard: Defending and Benchmarking Image-to-Video Generation Against Visual Prompt Attacks

    Jun 24, 2026Yining Sun, Haoyu Kang, Jiajun Wu +7Jailbreak EvaluationsControllability

  48. How Reliable Is Your Jailbreak Judge? Calibration and Adversarial Robustness of Automated ASR Scoring

    Jun 24, 2026Yang GaoLlm-As-A-JudgeLarge Language Model Jailbreaks

  49. What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics

    Jun 23, 2026Sofiia Nikolenko, Michele Papucci, Mina Rezaei +1Large Language Model JailbreaksJailbreak Evaluations

  50. PixJail: Self-Evolving Paper-to-Pipeline Reproduction for Text-to-Image Jailbreak Evaluation

    Jun 23, 2026Leyi Sheng, Han Sun, Zhen Sun +4Text-To-ImageJailbreak Evaluations

  51. TROPT: An Open Framework for Unifying and Advancing Discrete Text Optimization

    Jun 22, 2026Matan Ben-Tov, Mahmood SharifLarge Language Model JailbreaksPrompt Optimization

  52. IndicGuard: A Multilingual Safety Guard Model and Dataset for Indic Languages

    Jun 22, 2026Parth Bramhecha, Smit Deshmukh, Sairaj Bodhale +2Multilingual SafetyLarge Language Model Safety

  53. Scalable Hierarchical Attention Transformers for Multi-Turn Jailbreak Detection in Long Conversations

    Jun 19, 2026Chenhui Hu, Muhammed Salih, Sudipto Guha +1Jailbreak EvaluationsTransformer Attention

  54. OTTER: A Red-Teaming System for Toxicity-Evading Jailbreak Prompt Optimization

    Jun 19, 2026Jerry Wang, Hsin-Ling Hsu, Yi-Cheng Lai +2ToxicityRed-Teaming

  55. Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems

    Jun 18, 2026Reza Soosahabi, Vivek NamsaniModel-Agnostic DefenseHigher Attack Success Rates

  56. A Red-Team Study of Anthropic Fable 5 & Opus 4.8 Models

    Jun 16, 2026Nicola FrancoJailbreak AttacksRed-Teaming

  57. Adaptive and Explicit safe: Triggering Latent Safety Awareness in Large Reasoning Models

    Jun 15, 2026Ke Miao, Jiaxin Li, Hongliang Chen +2Large Language Model SafetyLarge Reasoning Models

  58. Automated jailbreak attack targeting multiple defense strategies

    Jun 15, 2026Qi Wang, Chengcheng Wan, Weijia He +4Language Model Evasion AttacksJailbreak Attacks

  59. DoubtProbe: Black-Box Jailbreak Defense via Structural Verification and Semantic Auditing

    Jun 15, 2026Xuanyu Yin, Yilin Jiang, Jun Zhou +3JailbreaksInference-Time Defense

  60. GAS-Leak-LLM: Genetic Algorithm-Based Suffix Optimization for Black-Box LLM Jailbreaking

    Jun 14, 2026Aman Anifer, Vignesh Kumar Kembu, Vishnu M +4Large Language Model JailbreaksViolation