ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization

Yixu Huang, Xinglei Yu, Zhongyu Wei

Large Language Models (LLMs) excel at code generation but remain heavily reliant on large-scale annotated solutions and verification-based supervision, which constrains scalability…