APA (7th ed.) Citation

Chen, Y., He, Y., Jordan, M. I., & Yao, F. (2026). How Sampling Shapes LLM Alignment: From One-Shot Optima to Iterative Dynamics.

Chicago Style (17th ed.) Citation

Chen, Yurong, Yu He, Michael I. Jordan, and Fan Yao. How Sampling Shapes LLM Alignment: From One-Shot Optima to Iterative Dynamics. 2026.

MLA (9th ed.) Citation

Chen, Yurong, et al. How Sampling Shapes LLM Alignment: From One-Shot Optima to Iterative Dynamics. 2026.

Warning: These citations may not always be 100% accurate.