| Benchmarking and Enhancing LLM Agents in Localizing Linux Kernel Bugs | May 26, 2025 | BenchmarkingFault localization | CodeCode Available | 0 |
| Data Mining-Based Techniques for Software Fault Localization | May 23, 2025 | AttributeFault localization | —Unverified | 0 |
| How Accurately Do Large Language Models Understand Code? | Apr 6, 2025 | Code GenerationCode Repair | —Unverified | 0 |
| Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute | Mar 31, 2025 | Fault localization | CodeCode Available | 1 |
| Debugging and Runtime Analysis of Neural Networks with VLMs (A Case Study) | Mar 21, 2025 | Fault localization | —Unverified | 0 |
| Fault Localization and State Estimation of Power Grid under Parallel Cyber-Physical Attacks | Mar 3, 2025 | BlockingFault Diagnosis | —Unverified | 0 |
| Where's the Bug? Attention Probing for Scalable Fault Localization | Feb 19, 2025 | Fault localizationProgram Repair | —Unverified | 0 |
| Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces | Jan 29, 2025 | Fault localization | —Unverified | 0 |
| AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds | Jan 12, 2025 | Fault localization | —Unverified | 0 |
| The Impact of Input Order Bias on Large Language Models for Software Fault Localization | Dec 25, 2024 | Fault localizationMemorization | —Unverified | 0 |
| Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization | Dec 19, 2024 | Fault localizationProgram Repair | —Unverified | 0 |
| Integrating Various Software Artifacts for Better LLM-based Bug Localization and Program Repair | Dec 5, 2024 | Fault localizationProgram Repair | CodeCode Available | 1 |
| AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions | Nov 27, 2024 | Fault localizationScript Generation | —Unverified | 0 |
| An Empirical Study on LLM-based Agents for Automated Bug Fixing | Nov 15, 2024 | Bug fixingFault localization | —Unverified | 0 |
| Fault Localization in Deep Learning-based Software: A System-level Approach | Nov 12, 2024 | Fault localization | —Unverified | 0 |
| LATTE: Improving Latex Recognition for Tables and Formulae with Iterative Refinement | Sep 21, 2024 | Fault localization | —Unverified | 0 |
| Multi-View Adaptive Contrastive Learning for Information Retrieval Based Fault Localization | Sep 19, 2024 | Contrastive LearningFault localization | —Unverified | 0 |
| Recurrent Graph Transformer Network for Multiple Fault Localization in Naval Shipboard Systems | Sep 16, 2024 | Diagnosticenergy management | —Unverified | 0 |
| HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale | Sep 9, 2024 | Code GenerationFault localization | CodeCode Available | 3 |
| MarsCode Agent: AI-native Automated Bug Fixing | Sep 2, 2024 | Bug fixingCode Completion | —Unverified | 0 |
| Causal Reasoning in Software Quality Assurance: A Systematic Review | Aug 30, 2024 | ArticlesCausal Discovery | —Unverified | 0 |
| Building AI Agents for Autonomous Clouds: Challenges and Design Principles | Jul 16, 2024 | Code GenerationFault localization | —Unverified | 0 |
| CFaults: Model-Based Diagnosis for Fault Localization in C Programs with Multiple Test Cases | Jul 12, 2024 | Fault localization | CodeCode Available | 0 |
| Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight | Jul 11, 2024 | Causal DiscoveryFault localization | —Unverified | 0 |
| SLIM: a Scalable Light-weight Root Cause Analysis for Imbalanced Data in Microservice | May 31, 2024 | Fault localization | —Unverified | 0 |
