APA (7th ed.) Citation

Ouyang, S., Qian, Z., AL-Tam, F., AL-Qurishi, M., & Zhang, J. M. (2026). Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation.

Chicago Style (17th ed.) Citation

Ouyang, Shuyin, Zhaozhi Qian, Faroq AL-Tam, Muhammad AL-Qurishi, and Jie M. Zhang. Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation. 2026.

MLA (9th ed.) Citation

Ouyang, Shuyin, et al. Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation. 2026.