4 papers
Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of Code and Behavioral Constraints
Kefan Li, Yuan Yuan, Mengfei Wang +5
Software engineers resolving repository-level issues do not treat existing tests as immutable correctness oracles. Instead, they iteratively refine both code and the tests used to…
InfCode-C++: Intent-Guided Semantic Retrieval and AST-Structured Search for C++ Issue Resolution
Qingao Dong, Mengfei Wang, Hengzhi Zhang +7
Large language model (LLM) agents have recently shown strong performance on repository-level issue resolution, but existing systems are almost exclusively designed for Python and r…
InfCode: Adversarial Iterative Refinement of Tests and Patches for Reliable Software Issue Resolution
KeFan Li, Mengfei Wang, Hengzhi Zhang +7
Large language models have advanced software engineering automation, yet resolving real-world software issues remains difficult because it requires repository-level reasoning, accu…
Breaking Single-Tester Limits: Multi-Agent LLMs for Multi-User Feature Testing
Sidong Feng, Changhao Du, Huaxiao Liu +4
The growing dependence on mobile phones and their apps has made multi-user interactive features, like chat calls, live streaming, and video conferencing, indispensable for bridging…