Vulnerability Detection & Repair

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Period ending 2026-09-14

5 new papers

A weekly snapshot of new work published in Vulnerability Detection & Repair.

Period ending 2026-09-07

4 new papers

A weekly snapshot of new work published in Vulnerability Detection & Repair.

226 papers

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  1. Vulnerability Localization Benchmark: Measuring Agentic Security Analysis at Repository Scale

    Sep 14, 2026Aman Priyanshu, Supriti Vijay, Kimia Majd +8Vulnerability Detection & Repair

  2. Beyond Static Guarantees: Measuring the Static-Pass Dynamic-Fail Gap in Security-Sensitive and LLM-Generated Python Code

    Sep 12, 2026Jessica Pourleyli, Maitreyee Das Urmi, Glaucia MeloVulnerability Detection & RepairCode Quality

  3. No-Box Vulnerability Analysis: Description-only Detection of Indirect Prompt Injection Vulnerabilities in MCP Servers

    Sep 12, 2026Zehua Zhang, Jie Hu, Pratham Hegde +13Vulnerability Detection & RepairModel Context Protocol

  4. Black-Box Red Teaming of Agentic AI: A Taxonomy-Driven Framework for Automated Risk Discovery

    Sep 10, 2026Divyanshu Kumar, Nitin Aravind Birur, Tanay Baswa +2Artificial Intelligence RiskAgentic Evaluations

  5. VEX-Bench: Benchmarking LLM Agents for Assessing Exploitability of Software Supply Chain Vulnerabilities

    Sep 7, 2026Jiahao Shi, Edward Tsien, Yifeng Di +10Vulnerability Detection & RepairExploitation

  6. Staying on the Attack Path: Structured State for Long-Horizon Automated Penetration Testing

    Sep 7, 2026Weizhe Wang, Yitong Zhang, Yao Zhang +4Penetration TestingVulnerability Detection & Repair

  7. PatchBench: Evaluating AI Agents for Vulnerability Patching

    Sep 3, 2026Chihao Shen, Jiacheng Li, Aastha Mahajan +3Vulnerability Detection & RepairArtificial Intelligence Agents

  8. Extracting Forgotten Prompts from Targeted Unlearned Models

    Sep 3, 2026Au Ashley Hoi-Ting, Meghdad Kurmanji, William F. Shen +2Large Language Model UnlearningMachine Unlearning

  9. Athena: Vulnerability-Affected Library Identification via Knowledge Graph Completion

    Sep 1, 2026Phong Trinh Duy, Trang Dang Yen, Hung Nguyen-Huu +5Vulnerability Detection & RepairKnowledge Graph Completion

  10. Beyond the Payload: How User Invocation Shapes Coding Agent Vulnerability to Repository Poisoning

    Aug 31, 2026Fukang Zhu, Binbin Zhao, Ruixiao Lin +3Coding AgentsVulnerability Detection & Repair

  11. LLM-Assisted Dynamic Threat Analysis for Attacker-Reachable Software Weaknesses in Autonomous Vehicles

    Aug 13, 2026Md Wasiul Haque, Sagar Dasgupta, Mizanur Rahman +1Vulnerability Detection & RepairAutonomous Driving

  12. Understanding Backdoor Vulnerabilities in Vertical Federated Learning: The Gap Between Research and Practice

    Aug 13, 2026Ziqi Zhao, Jialin Lu, Junjie Shan +3Backdoor AttacksVulnerability Detection & Repair

  13. VICBench: A Multi-Language Benchmark for Code Vulnerability Detection

    Aug 12, 2026Jin Lu, Xuening Han, Yang Zhong +4Vulnerability Detection & RepairBenchmark Datasets

  14. ToolHazard: Scaling Adversarial Environments for Security Evaluation and Alignment of LLM-based Agents

    Aug 12, 2026Yutao Mou, Pengfei Yang, Zhe Yin +6Language Model Evasion AttacksIndirect Prompt Injection

  15. Cross-Corpus Evaluation of Generalizable Vulnerability Detection in IoT Firmware

    Aug 11, 2026Sadib Hassan Rumman, Md. Shariful Islam, Md. Rayhanur RahmanVulnerability Detection & RepairInternet Of Thing

  16. REDAgentBench: Executable Red Teaming and Faithful Measurement of LLM Agent Systems

    Aug 11, 2026Zixing Chen, Xingyuan Liu, Jie Zhu +6Red-TeamingLarge Language Model Safety

  17. On Understanding, Identifying, and Mitigating Vulnerabilities in Agentic Large Language Models

    Aug 11, 2026Md Jafrin Hossain, Mohammad Arif Hossain, Nirwan AnsariVulnerability Detection & RepairAgentic AI Systems

  18. Pragmatic Attack Surface: Vulnerabilities of Implicit Context in Large Language Models

    Aug 10, 2026Bocheng Chen, Han Zi, Roucheng Ou +5Large Language Models FailSafety Alignment

  19. RangeFactory: Scalable Construction of Multi-Hop Cyber Ranges

    Aug 10, 2026Hanlin Jiang, Puyi Wang, Jiandong Jin +10Attack SurfaceVulnerability Detection & Repair

  20. Diffusion LLMs as Targets and Adversaries: Mechanistic Safety Exploits

    Aug 7, 2026Elena Dumitrescu, Gert Lek, Lydia Y. Chen +1Large Language Model SafetyDiffusion Language Models

  21. CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training

    Aug 6, 2026Amine Lbath, Manan Suri, Aurelien Delaitre +4Vulnerability Detection & RepairCodebases

  22. The Vulnerability With No CVE: Managing Persistent Gaps Between Mandate and Authority in AI Coding Agents

    Aug 6, 2026Shayell Aharon Salomon Amir Shaked Matan NogaVulnerability Detection & RepairArtificial Intelligence Risk

  23. ASTELD: A Six-Axis Classification Framework for Autonomous AI Agents - Design, Evaluation, and an OpenClaw Case Study

    Aug 5, 2026Siyuan Li, Peng Shu, Churan Yu +19Artificial Intelligence RiskOpenclaw

  24. LLM-based Vulnerability Discovery in Business Process Documentation

    Aug 4, 2026Ben Falchuk, Himanshu Garg, Euthimios Panagos +1Vulnerability Detection & RepairDocumentation

  25. Antares: Foundation Models for Agentic Vulnerability Localization

    Aug 3, 2026Supriti Vijay, Aman Priyanshu, Didier Chapoteau +8Vulnerability Detection & RepairCybersecurity

  26. EntailLLM: Verifying LLM-Generated Vulnerability Discovery Paths with Domain Knowledge via Logic Programming

    Aug 3, 2026Kaustuv Mukherji, Jaikrishna Manojkumar Patil, Colton Payne +4Vulnerability Detection & RepairVerification

  27. Vulnerabilities, Secrets and Misconfiguration in the Highest-Exposure Docker Hub Images

    Aug 2, 2026Cristhian Kapelinski, Beatriz Machado, Diego KreutzVulnerability Detection & RepairRepository

  28. 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 AttacksMulti-Agent Large Language Model Systems

  29. Exposed by Design: A Dynamic Security Assessment of Internet-Facing MCP Servers at Scale

    Jul 31, 2026Nicolás PadillaSecurity AnalysisModel Context Protocol

  30. AgenticRepair: Multi-Faceted Program Context Engineering for Agentic Vulnerability Repair

    Jul 31, 2026Michael Fu, Qiyue Mei, Patanamon Thongtanunam +1Vulnerability Detection & Repair

  31. HoF-Bench: Rediscovering Real AI-Discovered CVEs Without Frontier Models

    Jul 29, 2026Petr Simecek, Elnaz Babayeva, Jiri Balhar +23Vulnerability Detection & RepairOpen-Source

  32. Graph Is the Verifier: Agentic Reinforcement Learning for Interprocedural Vulnerability Detection

    Jul 29, 2026Yikun Li, Ting Zhang, Jiakun Liu +9Vulnerability Detection & RepairVulnerable Code

  33. How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair

    Jul 28, 2026Ramtin Ehsani, Irene Manotas, Saurabh Pujar +2BugLlm-Driven

  34. Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response

    Jul 28, 2026Abu Bakar SiddikCybersecurityVulnerability Detection & Repair

  35. Lilith: Backdoor Generalization under Training-Inference Trigger Shift

    Jul 28, 2026Zhou Feng, Jiahao Chen, Chunyi Zhou +6Backdoor AttacksTraining Data

  36. SecDrift: Measuring Sector-Conditioned Security Drift in AI-Generated Code

    Jul 28, 2026Narayanaswami Natraj Bharadwaj, Dhivya ChandramouleeswaranVulnerability Detection & RepairCode Quality

  37. From Evaluation to Optimisation: Hierarchy-Aware Training Signals for CWE Prediction in Python

    Jul 23, 2026Muntasir Adnan, Manile Srun, Carlos C. N. KuhnVulnerability Detection & RepairAdversarial Evaluation

  38. Adaptive Capitulation: A Structural Failure Mode of LLM Responses in Vulnerability Contexts

    Jul 21, 2026Eunna LeeVulnerable CodeLarge Language Model Adaptation

  39. From Monolithic to Modular: Segment-level Automatic Prompt Optimization

    Jul 21, 2026Nikita Kulin, Viktor Zhuravlev, Artur Khairullin +4Prior Prompt Optimization TechniquesAutomatic Prompt Optimization

  40. Using Fine-Tuned LLMs to Identify Indicators of Vulnerability in UK Police Incident Logs

    Jul 20, 2026Sam Relins, Daniel BirksPolicingVulnerable Code

  41. Evaluating Open-Weight LLMs for Generating Structured Threat Information for Autonomous Vehicle Vulnerabilities

    Jul 17, 2026Md Erfan, Ahmed Ryan, Md Kamal Hossain Chowdhury +1Vulnerability Detection & RepairThreat Models

  42. Routing Ceilings Are Domain-Independent: Structural Prior Injection in Code Security Vulnerability Detection

    Jul 16, 2026Manuel Israel CázaresVulnerability Detection & RepairLarge Language Model Safety

  43. Qubes OS Security in the Public Record

    Jul 16, 2026Alfonso De GregorioSecurity AnalysisVulnerability Detection & Repair

  44. Democratizing Agent Deployment Safety: A Structural Monitoring Approach

    Jul 16, 2026Preeti Ravindra, Rahul Tiwari, Vincent WolowskiArtificial Intelligence RiskRuntime Enforcement

  45. 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

  46. AI in Cyberpsychology: A systematic literature review of Cybersecurity enhancement by using AI for analyzing psychology of Victims, Attackers, and Defenders

    Jul 14, 2026Georg Thamer Francis, Malek Malkawi, Sevim Eyüpoğlu +2CybersecurityPsychology

  47. Bulkhead: Automated Semantic Detection and Remediation of Container Escape Vulnerabilities

    Jul 14, 2026Qiyuan Fan, Zhi Li, Junjie Li +3Vulnerability Detection & RepairRemediation

  48. AutoTrace: From Patches to Triggers via Agentic Interprocedural Exploration

    Jul 13, 2026Arastoo Zibaeirad, Marco Vieira, Thomas ZimmermannVulnerability Detection & RepairAgentic Discovery

  49. Mitigating The Effect of Class Imbalance in Data with Hierarchical and Dependable Structure

    Jul 13, 2026Bipin Chhetri, Deepika Giri, Avishek Kadel +2Extreme Class ImbalanceVulnerability Detection & Repair

  50. Agent Hacks Agent: Autoresearch for Production-Agent Red-Teaming

    Jul 13, 2026Xutao Mao, Xiang Zheng, Cong WangRed-TeamingVulnerability Detection & Repair

  51. Understanding the Impact of AI Code Assistants on Security API Usage: An Empirical Study

    Jul 13, 2026Zahra Mousavi, Chadni Islam, M. Ali Babar +2CopilotVulnerability Detection & Repair

  52. Do These Violent Delights Have Violent Ends? Measuring the Post-Merge Fate of Agentic Code

    Jul 10, 2026Chunqiu Steven Xia, Courtney MillerRepositoryCoding Agents

  53. VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents

    Jul 10, 2026Katherine Swinea, Kshitiz Aryal, Lopamudra Praharaj +1Penetration TestingInternet Of Thing

  54. Mechanistic Interpretability of LLM Jailbreaks via Internal Attribution Graphs

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

  55. Multi-Class vs. Multi-Label BERT for CVE-to-CWE Mapping: How Taxonomy Structure Shapes the Errors

    Jul 8, 2026Ana Schwengber Kelm, Christian Bockermann, Jörg FrochteVulnerability Detection & RepairMulticlass Classification

  56. DiffCVE: Diffusion-based Compressed Video Enhancement

    Jul 8, 2026Wenqiang Xiao, Wenzhuo Ma, Junxi Zhang +1Neural Video CompressionVideo Diffusion Models

  57. Does Demand Response Increase Vulnerability to Cyber Attacks by Adversarial Data Modifications?

    Jul 7, 2026Clemens Kortmann, Eike CramerDemand ResponseEnergy Forecasting

  58. Beyond Refusal: A Same-Lineage Study of Aligned and Abliterated LLMs for Vulnerability Analysis

    Jul 7, 2026Mingchen Li, Meikang Qiu, Zifan Peng +4Large Language Model SafetyVulnerable Code

  59. The Balkanization of Execution-Security Research for AI Coding Agents: Isolation, Access Control, and Time-of-Check-to-Time-of-Use Vulnerabilities

    Jul 7, 2026Mohammadreza RashidiArtificial Intelligence RiskRuntime Enforcement

  60. RustMizan: A Compilable, Contamination-Aware Benchmarking Framework for Rust Vulnerabilities

    Jul 6, 2026Tarek Elsayed, Shiping Yang, Eunsong Koh +13Vulnerability Detection & RepairUnified Benchmark