APA (7th ed.) Citation

Huang, Y., Yu, X., & Wei, Z. (2026). ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization.

Chicago Style (17th ed.) Citation

Huang, Yixu, Xinglei Yu, and Zhongyu Wei. ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization. 2026.

MLA (9th ed.) Citation

Huang, Yixu, et al. ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization. 2026.