Bug Detection

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1 paper in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. From Codebase to Culprit (C2C): Reducing the Search Space for Bugs with Semantic Retrieval and Hierarchical Reinforcement Learning

    Sep 29, 2026Ankur Garg, Corey Yang-Smith, Rishav Rishav +2Bug DetectionBug

    University of Calgary, Canada

  2. Evaluating Coding Agents on Kernel Exploit Generation

    Sep 22, 2026Junyoung Jang, Gwanhyun Lee, Hwiwon Lee +4ExploitationCoding Agents

    Independent Researcher · University of Illinois Urbana-Champaign · Ministry of National Defense, Republic of Korea

  3. IcFuzz: Fuzzing Isaac Sim with Semantic Stage Guidance and Multi-level Mutation

    Aug 6, 2026Zhixiang Chen, Zhuangbin Chen, Ruoxi Jia +4FuzzingNvidia Isaac Sim

    Sun Yat-sen University Zhuhai, China · Zhuhai Key Laboratory of Trusted Large Language Models, Sun Yat-sen University, Zhuhai, China · Nanyang Technological University Singapore, Singapore +1

  4. Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports

    Aug 5, 2026Haobin Li, Ping Deng, Weizhong Qian +4Bug DetectionCoding Agents

    Sichuan University · University of Electronic Science and Technology of China · Independent Researchers

  5. Do Coverage and Mutation Scores of LLM-Generated Test Suites Correlate with Their Effectiveness? (Replicability Study)

    Jul 24, 2026Junda Zhao, Shurui Zhou, Eldan CohenTest GenerationCode Quality

    University of Toronto, Department of Mechanical and Industrial Engineering, Toronto, Canada · University of Toronto, Department of Electrical and Computer Engineering, Toronto, Canada

  6. PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents

    Jul 21, 2026Tianyue Jiang, Yanlin Wang, Xin He +7Automated Program RepairRepair

    Sun Yat-sen University, China · State Key Laboratory of Blockchain and Data Security, Zhejiang University, China · School of Cyber Science and Engineering, Huazhong University of Science and Technology, China +1

  7. FLARE-AI: Flaw Reporting for AI

    Jun 30, 2026Shayne Longpre, Elaine Zhu, Carson Ezell +15Artificial Intelligence RiskBug Detection

    Massachusetts Institute of Technology · Northeastern University · Harvard University +9

  8. Loc2Repair: A Framework for Evaluating the Impact of File-Level Issue Localization in Repo-Level LLM Repair

    Jun 29, 2026Mohammad Nour Al Awad, Sergey IvanovRepairBug Detection

    ITMO University

  9. JupOtter: Cell-Level Bug Detection in Jupyter Notebooks

    Jun 22, 2026Lukas Ottenhof, Thibaud LutellierBug DetectionNotes

    University of Alberta · Edmonton, AB, Canada · Camrose, AB, Canada

  10. Multi-task LLMs for Bug Classification: Efficient Inference with Auxiliary Decoding Heads

    Jun 8, 2026Nikolai RozanovBug DetectionCode Generation

    Department of Computing, Imperial College London, London, UK

  11. FLARE: Fine-Grained Diagnostic Feedback for LLM Code Refinement

    Jun 2, 2026Yinsheng Yao, Hongxiang Zhang, Weixi Tong +1Bug DetectionFault Diagnosis

    Purdue University West Lafayette, IN, USA

  12. Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents

    May 28, 2026Xiang Liu, Sa Song, Zhaowei Zhang +6Bug DetectionSmart Contracts

    School of Computing, National University of Singapore · School of Information and Telecommunication Engineering, Beijing University of Posts and Telecommunications · Peking University +1

  13. BLAgent: Agentic RAG for File-Level Bug Localization

    May 18, 2026Md Afif Al Mamun, Gias UddinBug DetectionRepair

    University of Calgary, Canada · York University, Canada

  14. Detect, Localize, and Explain: Interactive Hierarchical Log Anomaly Analytics with LLM Augmentation

    May 9, 2026Lei Ma, Suhani Chaudhary, Ethan Shanbaum +5Interpretable Anomaly DetectionBug Detection

    Worcester Polytechnic Institute, USA · UC Riverside, USA · University of Nevada, Las Vegas, USA

  15. Bug-Report-Driven Fault Localization: Industrial Benchmarking and Lesson Learned at ABB Robotics

    Apr 28, 2026Pernilla Hall, Anton Ununger, Riccardo Rubei +1Fault DiagnosisBug Detection

    ABB Robotics · Sweden · Mälardalen University

  16. FGDM: Reasoning Aware Multi-Agentic Framework for Software Bug Detection using Chain of Thought and Tree of Thought Prompting

    Apr 27, 2026Srita Padmanabhuni, Bhargavi Karuturi, Jerusha Karen Indupalli +2Bug DetectionCodebases

    SRM University, Andhra Pradesh, Amaravati, India · Corresponding Author

  17. An Empirical Evaluation of Locally Deployed LLMs for Bug Detection in Python Code

    Apr 25, 2026Jelena Ilić VulićevićBug DetectionSmall Large Language Models

    Independent Researcher

  18. Clover: A Neural-Symbolic Agentic Harness with Stochastic Tree-of-Thoughts for Verified RTL Repair

    Apr 19, 2026Zizhang Luo, Yansong Xu, Runlin Guo +6Automated Program RepairRepair

    Peking University

  19. AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

    Apr 13, 2026Zijie Zhao, Chenyuan Yang, Weidong Wang +3Bug DetectionBug

    University of Illinois Urbana-Champaign, Champaign, USA