Language Model Evasion Attacks

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Large Language Model SafetyAdversarial EvaluationAdversarial Prompting

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Period ending 2026-09-21

10 new papers

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Period ending 2026-09-14

1 new paper

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Period ending 2026-09-07

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202 papers

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  1. Deep Noir: Autonomous Steering Discovery via Architectural Chronometry in Transformer Models

    Sep 17, 2026Frank E. Bobe, Gregory D. Vetaw, Darshan W. Bryner +2Activation SteeringSteering

  2. ALIBI: Adversarial Legitimacy Injection in Binary Input against LLM Malware Analyzers

    Sep 17, 2026Hyeongjun Choi, Wonyoung Jung, Haehoon Seo +1Language Model Evasion AttacksMalware Detection

  3. Reasoning through Evolution: Automatic Meta-path Discovery for LLM-based Fake News Detection

    Sep 16, 2026Ziyi Zhou, Xiaoming Zhang, Hui Pang +5Fake News DetectionLanguage Model Evasion Attacks

  4. Market Signal Injection: Adversarial Context Manipulation of LLM Pricing Agents

    Sep 16, 2026Dohun Lee, Hyunwoo ParkLanguage Model Evasion AttacksPrices

  5. Benchmarking Factual Robustness of LLMs via Multi-conversation Persuasion

    Sep 15, 2026Zhuoang CaiLanguage Model Evasion AttacksPersuasion

  6. Test-Time Unlearning via Sparse Autoencoder

    Sep 14, 2026Pingzhi Li, Jinhao Duan, Vaishnav Tadiparthi +6Language Model Evasion AttacksForgetting

  7. Permutation-Based Stegomalware in Large Language Models: Threats and Countermeasures

    Sep 14, 2026Danny Wood, James StringerLanguage Model Evasion AttacksSteganography

  8. Universal Defenses for Tool-Integrated LLM Agents Against Adversarial Attacks

    Sep 14, 2026Xiaoyan Li, Yunli WangLanguage Model Evasion AttacksLarge Language Model Agents

  9. Pick Your Poison: Learning to Select Poison Sets for Stronger LLM Backdoor Attacks

    Sep 14, 2026Aashiq Muhamed, Mona T. Diab, Virginia Smith +2PoisoningBackdoor Attacks

  10. ActGuard: Pre-execution Action Auditing against Indirect Prompt Injection in LLM Agents

    Sep 14, 2026Bingzheng Wang, Xiaoyan Gu, Wentao Wang +3Indirect Prompt InjectionLanguage Model Evasion Attacks

  11. HoneyRoute: Honeypot-Model Routing for Adversarial LLM Serving

    Sep 8, 2026Han JinHoneypotsLanguage Model Evasion Attacks

  12. AgentLeak: Cloning Stronger LLM Agent Capabilities onto Weaker Agents Beyond Skill Stealing

    Sep 7, 2026Xiaoting Lyu, Yuhong Wu, Yufei Han +6Language Model Evasion AttacksLarge Language Model Agents

  13. EvoFlint: An Evolutionary Atlas of Multi-Turn LLM Vulnerabilities

    Aug 31, 2026Feitong Qiao, Liren Peng, Shiming Ren +7Language Model Evasion AttacksRed-Teaming

  14. Tracing Provenance and Detecting Tampering with Complementary LLM Watermarks

    Aug 13, 2026Xiaoyan Feng, Yanjun Zhang, He Zhang +2Large Language Model WatermarksMachine-Generated Text Detection

  15. Learning to Persuade Exposes How Easily LLMs Abandon Correct Beliefs

    Aug 12, 2026Nimet Beyza Bozdag, Emre Can Acikgoz, Gokhan Tur +1PersuasionLanguage Model Evasion Attacks

  16. Backdoor Decontamination Dynamics in LLM Agents

    Aug 11, 2026Gabriel Huang, Abhay Puri, Léo Boisvert +4Backdoor AttacksLanguage Model Evasion Attacks

  17. Beyond Detection: Evaluating Defensive LLMs Against AI-Generated Social Engineering in Live Turn-by-Turn Interaction

    Aug 10, 2026Yuqiao Xu, Osama Zafar, Alexander Nemecek +1Language Model Evasion AttacksPrivate Pate-Style Defense

  18. Generating Attacks for LLMs with GFlowNets

    Aug 10, 2026Berkay Ozcam, Irem Onen, Mehmet Fatih Amasyali +1Language Model Evasion AttacksLarge Language Model Safety

  19. Build it, Break it, Repeat: Benchmarking and improving LLM-manipulated disinformation detection in social media posts

    Aug 10, 2026Kevin Thomas, Milosz Kasprzyk, Reuel C Igbokwe Onuigbo +5Misinformation DetectionLanguage Model Evasion Attacks

  20. GRASP: Reinforcing Language Model Anonymizers with Group Relative Policy Optimization

    Aug 6, 2026Sajjad Ghiasvand, Nader SehatbakhshLanguage Model Evasion AttacksAnonymization

  21. Robust Context-Aware Detection of Malicious Instructions in Text

    Aug 5, 2026Buzhao Liu, Xinhang Ma, Yevgeniy VorobeychikLanguage Model Evasion AttacksIndirect Prompt Injection

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

    Aug 4, 2026Atri Vivek Sharma, Brian Formento, Alessio LomuscioLarge Language Model HallucinationLanguage Model Evasion Attacks

  23. AgentAntibody: An Adaptive Immune System for Defending LLM Agents against Prompt Injection

    Aug 4, 2026Shihao Weng, Yang Feng, Xiaofei Xie +1Indirect Prompt InjectionLanguage Model Evasion Attacks

  24. SparSEEty: Extracting Tokens from Sparsity-Exploiting LLM Serving Systems via Deterministic Side Channels

    Aug 4, 2026Yongwan Jo, Jinyoung Park, Euihyun Lee +1Language Model Evasion AttacksSide-Channel Analysis

  25. LaCache: Robust Semantic Caching for LLM Serving

    Aug 3, 2026Jiacheng Liang, Yuhui Wang, Tanqiu Jiang +1CacheLanguage Model Evasion Attacks

  26. DenialRAG: Single-Document RAG Poisoning via Embedded Parametric Denial

    Aug 2, 2026Abay Zhurekbay, Tao Liu, Fan LiRetrieval-Augmented Generation SystemsLanguage Model Evasion Attacks

  27. Adversarial Attacks in Multi-Agent LLM Pipelines: Unveiling Structural Vulnerabilities in Agentic AI Architectures

    Aug 1, 2026Faisal Haque Bappy, Tahrim Hossain, Tarannum Shaila Zaman +3Language Model Evasion AttacksVulnerability Detection & Repair

  28. ARB: A Matched Authorship-Rewriting Benchmark Dataset for AI-Text Detector Evaluation

    Jul 31, 2026Gaetano Perrone, Simon Pietro RomanoMachine-Generated Text DetectionBenchmarking Large Language Models

  29. Efficient LLM Adversarial Training via Low-Rank Defense and Circuit-Guided Surrogates

    Jul 31, 2026Weiyi He, Yuping Lin, Jiliang Tang +1Language Model Evasion AttacksAdversarial Transferability

  30. TextCloak: Thwarting Unauthorized LLM Exploitation via RL-Driven Unlearnable Text

    Jul 30, 2026Chengshuai Zhao, Pingchuan Ma, Dawei Li +4Language Model Evasion AttacksLarge Language Model Unlearning

  31. GPT-Red: Automated Red Teaming via Self-Play at Scale

    Jul 28, 2026Eric Wallace, Christopher A. Choquette-Choo, Nikhil Kandpal +15Red-TeamingLanguage Model Evasion Attacks

  32. Decision-Level Hijacking: Injecting Cognitive Bias into Large Language Models via Bit-Flip Attacks

    Jul 28, 2026Yu Yan, Jiahao Chen, Siqi Lu +6Language Model Evasion AttacksLarge Language Model Decision-Making

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

    Jul 26, 2026Ge Zhang, Jingru Cheng, Huiyuan ChenRerankingLanguage Model Evasion Attacks

  34. Leaky Language Models: Stealing Architecture and Inference Optimizations via Per-Token Timing

    Jul 22, 2026Sadegh Majidi, Niloofar Mireshghallah, Kazem TaramLanguage Model Evasion AttacksLLM Inference Efficiency

  35. Defense Against LLM Backdoors using Critical Neuron Isolation Pruning

    Jul 22, 2026Yuxi Li, Zhibo Zhang, Kailong Wang +3Language Model Evasion AttacksBackdoor Attacks

  36. Integrity of peer-to-peer distributed LLM inference under malicious nodes

    Jul 21, 2026Mert Cihangiroglu, Antonino NoceraLLM Inference EfficiencyLanguage Model Evasion Attacks

  37. LLM Detection as an Intervention: Downstream Impact under Strategic User Behavior

    Jul 21, 2026Meena Jagadeesan, Tatsunori Hashimoto, Jon KleinbergLanguage Model Evasion AttacksSide Effects

  38. Adaptive Adversaries: A Multi-Turn, Multi-LLM Benchmark for LLM Agent Security

    Jul 20, 2026Devina Jain, David Hartmann, Chuan LiLanguage Model Evasion AttacksAttacker-Chosen Wrong Answer

  39. PANOPTICON: A PII-Based Assemblage of Naturalistic Output Tokens for Investigating Privacy Leakage Within LLM Context Window

    Jul 17, 2026Ryan Thornton, Mir Mehedi Ahsan Pritom, Maanak GuptaLanguage Model Evasion AttacksProfile

  40. Show Me How You Reason and I'll Tell You Who You Are: Reasoning Graphs for Robust LLM Authorship Attribution

    Jul 16, 2026Zlata Kikteva, Artur Romazanov, Annette Hautli-Janisz +1AuthorshipLanguage Model Evasion Attacks

  41. UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors

    Jul 15, 2026Dima Galat, Marian-Andrei RizoiuLanguage Model Evasion AttacksEvasion

  42. LACUNA: A Testbed for Evaluating Localization Precision for LLM Unlearning

    Jul 2, 2026Matteo Boglioni, Thibault Rousset, Siva Reddy +2Several Approximate Unlearning StrategiesLanguage Model Evasion Attacks

  43. CSO-LLM: Class Subspace Orthogonalization for Post-Training Backdoor Detection and Trigger Inversion in LLMs

    Jun 30, 2026Zhengxing Li, David J. Miller, Guangmingmei Yang +1Language Model Evasion AttacksBackdoor Attacks

  44. Truth or Sophistry? LoFa: A Benchmark for LLM Robustness Against Logical Fallacies

    Jun 30, 2026Xudong Shen, Li Yuan, Ye Chen +3Language Model Evasion AttacksDebate

  45. AI-Generated PowerShell Malware: An Experimental Framework and Dataset

    Jun 29, 2026Luciano Pianese, Vittorio Orbinato, Pietro Liguori +1Malware FamiliesLanguage Model Evasion Attacks

  46. SurrogateShield: Beyond Redaction for High-Utility, Privacy-Preserving LLM Interactions

    Jun 28, 2026Sherwin Vishesh JathannaAnonymizationPrompt-Level Mitigations

  47. LLM Semantic Signaling Game and Mechanism Design: Systematic Blindness, Awareness Shaping, and Mindset Dynamics

    Jun 27, 2026Quanyan ZhuDeceptionLanguage Model Evasion Attacks

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

    Jun 25, 2026Abrar Alotaibi, Moataz AhmedLanguage Model Evasion AttacksAdversarial Evaluation

  49. Detect, Unlearn, Restore: Defending Text Summarization Models Against Data Poisoning

    Jun 24, 2026Poojitha Thota, Shirin NilizadehSummarizationData Poisoning

  50. Do Encoders Suffice? A Systematic Comparison of Encoder and Decoder Safety Judges for LLM Adversarial Evaluation

    Jun 24, 2026Han Jeon, Shiv Medler, Joseph Voyles +1Large Language Model SafetyLanguage Model Evasion Attacks

  51. Tracing Target Answers in Poisoned Retrieval Corpora via Token Influence Attribution

    Jun 24, 2026Yan-Lun Chen, Pin-Yu Chen, Chia-Mu Yu +3Data PoisoningRetrieval-Augmented Generation Systems

  52. Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift

    Jun 23, 2026Kevin Ren, Manish Raghavan, Nikhil GargMachine-Generated Text DetectionLanguage Model Evasion Attacks

  53. Can LLMs Reliably Self-Report Adversarial Prefills, and How?

    Jun 22, 2026Quang Minh Nguyen, Uzair Ahmed, Taegyoon KimLanguage Model Evasion AttacksIntrospection Adapters

  54. WaveDetect: Robust Framework for Machine-Generated Text Detection via Wavelet Transform

    Jun 22, 2026Zhichen Liu, Kaitong Qin, Linhan He +1Machine-Generated Text DetectionLanguage Model Evasion Attacks

  55. Exposing the Illusion of Erasure in Knowledge Editing for LLMs

    Jun 22, 2026Advik Raj Basani, Anshuman ChhabraMultimodal Knowledge EditingConcept Erasure

  56. Black-Box Forensics for Conversational LLM Agents

    Jun 21, 2026Isadora White, Yasaman Jafari, Taylor Berg-KirkpatrickLarge Language Model AgentsLanguage Model Evasion Attacks

  57. Honeyquest for LLMs: Rethinking Cyber Deception for AI Attackers

    Jun 19, 2026Kerri Prinos, Lilianne Brush, Cameron DentonDeceptionLanguage Model Evasion Attacks

  58. FloatDoor: Platform-Triggered Backdoors in LLMs

    Jun 17, 2026Nils Loose, Jonas Sander, Felix Mächtle +1Language Model Evasion AttacksLarge Language Model Serving

  59. Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports

    Jun 16, 2026Ahmed Ryan, Saad Sakib Noor, Md Erfan +3Cyber Threat IntelligenceLanguage Model Evasion Attacks

  60. Conflict-Aware Retriever Editing for Knowledge Injection Attacks on LLM-Based RAG Systems

    Jun 16, 2026Xinru Liu, Xianglong Zhang, Di Cai +3Retrieval-Augmented Generation SystemsLanguage Model Evasion Attacks