| 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 |
| A novel fault localization with data refinement for hydroelectric units | May 30, 2024 | Fault localizationGenerative Adversarial Network | —Unverified | 0 |
| Generation of Uncorrelated Residual Variables for Chemical Process Fault Diagnosis via Transfer Learning-based Input-Output Decoupled Network | Apr 29, 2024 | Chemical ProcessDiagnostic | —Unverified | 0 |
| Tasks People Prompt: A Taxonomy of LLM Downstream Tasks in Software Verification and Falsification Approaches | Apr 14, 2024 | ArticlesFault localization | —Unverified | 0 |
| Aligning the Objective of LLM-based Program Repair | Apr 13, 2024 | Fault localizationProgram Repair | CodeCode Available | 1 |
| AutoCodeRover: Autonomous Program Improvement | Apr 8, 2024 | Bug fixingCode Search | CodeCode Available | 7 |
| Feedback-Generation for Programming Exercises With GPT-4 | Mar 7, 2024 | Fault localization | —Unverified | 0 |
| Data-Driven Ground-Fault Location Method in Distribution Power System With Distributed Generation | Feb 22, 2024 | Fault localization | —Unverified | 0 |
| KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks | Feb 11, 2024 | DiagnosticFault Detection | —Unverified | 0 |
| Exploring Interaction Patterns for Debugging: Enhancing Conversational Capabilities of AI-assistants | Feb 9, 2024 | Fault localization | —Unverified | 0 |
| FetaFix: Automatic Fault Localization and Repair of Deep Learning Model Conversions | Dec 22, 2023 | Deep LearningFault localization | —Unverified | 0 |
| TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance | Dec 21, 2023 | Explainable ModelsFault localization | CodeCode Available | 1 |
| Monitor Placement for Fault Localization in Deep Neural Network Accelerators | Nov 28, 2023 | Fault localization | —Unverified | 0 |
| A Data-Driven Approach for High-Impedance Fault Localization in Distribution Systems | Nov 26, 2023 | Fault localization | —Unverified | 0 |
| Clustered Policy Decision Ranking | Nov 21, 2023 | Fault localizationReinforcement Learning (RL) | —Unverified | 0 |
| Path Analysis for Effective Fault Localization in Deep Neural Networks | Oct 29, 2023 | Fault DetectionFault localization | CodeCode Available | 0 |
| ConDefects: A New Dataset to Address the Data Leakage Concern for LLM-based Fault Localization and Program Repair | Oct 25, 2023 | BenchmarkingFault localization | —Unverified | 0 |
| AI-enhanced Auto-correction of Programming Exercises: How Effective is GPT-3.5? | Oct 24, 2023 | Code GenerationFault localization | —Unverified | 0 |
| Large Language Models for Test-Free Fault Localization | Oct 3, 2023 | Fault localizationLanguage Modeling | CodeCode Available | 1 |
| Can Large Language Models Transform Natural Language Intent into Formal Method Postconditions? | Oct 3, 2023 | Fault localizationTranslation | —Unverified | 0 |
| Mutation-based Fault Localization of Deep Neural Networks | Sep 10, 2023 | Fault localizationPosition | CodeCode Available | 1 |
| SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs? | Jul 13, 2023 | Binary ClassificationBug fixing | —Unverified | 0 |
| QNNRepair: Quantized Neural Network Repair | Jun 23, 2023 | Data Free QuantizationFault localization | —Unverified | 0 |
| Distribution Network Fault Prediction Utilising Protection Relay Disturbance Recordings And Machine Learning | Jun 22, 2023 | Fault localization | —Unverified | 0 |
| Fault Localization for Buggy Deep Learning Framework Conversions in Image Recognition | Jun 10, 2023 | Deep LearningFault localization | —Unverified | 0 |
| Machine-learned Adversarial Attacks against Fault Prediction Systems in Smart Electrical Grids | Mar 28, 2023 | Defect DetectionFault Detection | —Unverified | 0 |
