الباحثون

Tian Zhang

المنشورات 2

نسخة أولية وصول مفتوح

Trajectory-Guided Fault Localization for Agent Skill Evolution

Yu Ge, Linna Xie, Zhong Li وآخرون · 2026

Agent skills provide reusable guidance for code agents, but incomplete or unsuitable guidance can impair task execution. To reduce the manual effort of skill refinement, recent approaches use LLMs to generate revisions from execution feedback. However, grounding these revisions in explicit behavioral evidence remains c …

نسخة أولية وصول مفتوح

CodeForge-MA: Execution-Verified Multi-Agent Learning with Language-Conditioned LoRA for Multilingual Code Generation

Zhizhou Gu, Xianting Wu, Siyu Gu وآخرون · 2026

Large language models for code generation often fail on execution, multilingual coverage, and contamination control, especially under frozen backbone constraints. We present CodeForge-MA, a unified framework that improves code synthesis through a multi-agent data forge, execution verified reinforced instruction tuning, …

المؤلفون المشاركون