Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program Repair

Yuxiang Wei, Chunqiu Steven Xia, Lingming Zhang

Evaluating Language Models for Efficient Code Generation

Jiawei Liu, Songrun Xie, Junhao Wang +3

Agentless: Demystifying LLM-based Software Engineering Agents

Chunqiu Steven Xia, Yinlin Deng, Soren Dunn +1

Weaver: Fuzzing JavaScript Engines at the JavaScript-WebAssembly Boundary

Lingming Zhang, Binbin Zhao, Puzhuo Liu +4

Large Language Models are Zero-Shot Fuzzers: Fuzzing Deep-Learning Libraries via Large Language Models

Yinlin Deng, Chunqiu Steven Xia, Haoran Peng +2

KernelGPT: Enhanced Kernel Fuzzing via Large Language Models

Chenyuan Yang, Zijie Zhao, Lingming Zhang

SWE-Replay: Efficient Test-Time Scaling for Software Engineering Agents

Yifeng Ding, Lingming Zhang

NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers

Jiawei Liu, Jinkun Lin, Fabian Ruffy +4

Self-Boosted Automated Program Repair

Samuel Benton, Mengshi Zhang, Xia Li +1

Beyond Isolation: A Unified Benchmark for General-Purpose Navigation

Samson Sun, Tianyi Yang, Tengyue Wang +6

When Automated Program Repair Meets Regression Testing -- An Extensive Study on 2 Million Patches

Yiling Lou, Jun Yang, Samuel Benton +5

Fuzzing Deep-Learning Libraries via Automated Relational API Inference

Yinlin Deng, Chenyuan Yang, Anjiang Wei +1

Program Repair: Automated vs. Manual

Quanjun Zhang, Yuan Zhao, Weisong Sun +3

DeepRoad: GAN-based Metamorphic Autonomous Driving System Testing

Mengshi Zhang, Yuqun Zhang, Lingming Zhang +2

Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT

Chunqiu Steven Xia, Lingming Zhang

Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source

Anjiang Wei, Yinlin Deng, Chenyuan Yang +1

InfiniteVGGT: Visual Geometry Grounded Transformer for Endless Streams

Shuai Yuan, Yantai Yang, Xiaotian Yang +4

Conversational Automated Program Repair

Chunqiu Steven Xia, Lingming Zhang

How Do Static and Dynamic Test Case Prioritization Techniques Perform on Modern Software Systems? An Extensive Study on GitHub Projects

Qi Luo, Kevin Moran, Lingming Zhang +1

Agentic Vulnerability Reasoning on COTS Binaries

Hwiwon Lee, Jongseong Kim, Lingming Zhang

The paper introduces SLYP, a REACT-style pipeline that enables large language model agents to discover and validate vulnerabilities directly in commercial off‑the‑shelf (COTS) Wind…

Attention: Not Just Another Dataset for Patch-Correctness Checking

Jun Yang, Yuehan Wang, Yiling Lou +2

Fast and Precise On-the-fly Patch Validation for All

Lingchao Chen, Lingming Zhang

SelfCodeAlign: Self-Alignment for Code Generation

Yuxiang Wei, Federico Cassano, Jiawei Liu +7

Productively Deploying Emerging Models on Emerging Platforms: A Top-Down Approach for Testing and Debugging

Siyuan Feng, Jiawei Liu, Ruihang Lai +4

Two-Stream Graph Convolutional Network for Intra-oral Scanner Image Segmentation

Yue Zhao, Lingming Zhang, Yang Liu +6

Fuzz4All: Universal Fuzzing with Large Language Models

Chunqiu Steven Xia, Matteo Paltenghi, Jia Le Tian +2

RepoQA: Evaluating Long Context Code Understanding

Jiawei Liu, Jia Le Tian, Vijay Daita +5

SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Yuxiang Wei, Olivier Duchenne, Jade Copet +6

PurpCode: Reasoning for Safer Code Generation

Jiawei Liu, Nirav Diwan, Zhe Wang +11

Code as Agent Harness

Xuying Ning, Katherine Tieu, Dongqi Fu +39

Top Leaderboard Ranking = Top Coding Proficiency, Always? EvoEval: Evolving Coding Benchmarks via LLM

Chunqiu Steven Xia, Yinlin Deng, Lingming Zhang

XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts

Yifeng Ding, Jiawei Liu, Yuxiang Wei +2

TSGCNet: Discriminative Geometric Feature Learning with Two-Stream GraphConvolutional Network for 3D Dental Model Segmentation

Lingming Zhang, Yue Zhao, Deyu Meng +5

Live-SWE-agent: Can Software Engineering Agents Self-Evolve on the Fly?

Chunqiu Steven Xia, Zhe Wang, Yan Yang +2

Less Training, More Repairing Please: Revisiting Automated Program Repair via Zero-shot Learning

Chunqiu Steven Xia, Lingming Zhang

Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation

Jiawei Liu, Yuxiang Wei, Sen Yang +2

CAPTCHA Solving for Native GUI Agents: Automated Reasoning-Action Data Generation and Self-Corrective Training

Yuxi Chen, Haoyu Zhai, Chenkai Wang +4

CWM: An Open-Weights LLM for Research on Code Generation with World Models

FAIR CodeGen team, Jade Copet, Quentin Carbonneaux +48

Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT

Yinlin Deng, Chunqiu Steven Xia, Chenyuan Yang +3

Toward Training Superintelligent Software Agents through Self-Play SWE-RL

Yuxiang Wei, Zhiqing Sun, Emily McMilin +6

StarCoder 2 and The Stack v2: The Next Generation

Anton Lozhkov, Raymond Li, Loubna Ben Allal +63

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

Zijie Zhao, Chenyuan Yang, Weidong Wang +3

DeepBillboard: Systematic Physical-World Testing of Autonomous Driving Systems

Husheng Zhou, Wei Li, Yuankun Zhu +4

KNighter: Transforming Static Analysis with LLM-Synthesized Checkers

Chenyuan Yang, Zijie Zhao, Zichen Xie +2

UniDebugger: Hierarchical Multi-Agent Framework for Unified Software Debugging

Cheryl Lee, Chunqiu Steven Xia, Longji Yang +4

Can Automated Program Repair Refine Fault Localization?

Yiling Lou, Ali Ghanbari, Xia Li +3

Practical Program Repair in the Era of Large Pre-trained Language Models

Chunqiu Steven Xia, Yuxiang Wei, Lingming Zhang

NeuRI: Diversifying DNN Generation via Inductive Rule Inference

Jiawei Liu, Jinjun Peng, Yuyao Wang +1

WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models

Chenyuan Yang, Yinlin Deng, Runyu Lu +4

Fuzzing Automatic Differentiation in Deep-Learning Libraries

Chenyuan Yang, Yinlin Deng, Jiayi Yao +3

Magicoder: Empowering Code Generation with OSS-Instruct

Yuxiang Wei, Zhe Wang, Jiawei Liu +2

SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks?

Hwiwon Lee, Jiawei Liu, Dongjun Kim +4

Revisiting the Plastic Surgery Hypothesis via Large Language Models

Chunqiu Steven Xia, Yifeng Ding, Lingming Zhang

A Survey of LLM-based Automated Program Repair: Taxonomies, Design Paradigms, and Applications

Boyang Yang, Zijian Cai, Fengling Liu +5

Mutation Testing for Ethereum Smart Contract

Haoran Wu, Xingya Wang, Jiehui Xu +3

Minimizing False Positives in Static Bug Detection via LLM-Enhanced Path Feasibility Analysis

Xueying Du, Kai Yu, Chong Wang +6

Characterizing and Detecting CUDA Program Bugs

Mingyuan Wu, Husheng Zhou, Lingming Zhang +2

SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery

Yuvraj Virk, Zack Edds, Chunqiu Steven Xia +1

SEC-bench: Automated Benchmarking of LLM Agents on Real-World Software Security Tasks

Hwiwon Lee, Ziqi Zhang, Hanxiao Lu +1

Practical Program Repair via Bytecode Mutation

Ali Ghanbari, Lingming Zhang

Large Language Model-Based Agents for Software Engineering: A Survey

Junwei Liu, Kaixin Wang, Yixuan Chen +4

TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Wenhan Wang, Chenyuan Yang, Zhijie Wang +6

Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation

Jiawei Liu, Chunqiu Steven Xia, Yuyao Wang +1