Data Party THU

Jul 22, 2026 · Artificial Intelligence

Viewing LLM Inference as Statistical Decision-Making: Theory, Algorithms, and Experiments

This article surveys a UC Berkeley PhD thesis that reframes large language model inference as a statistical decision process, covering test‑time scaling, diffusion‑model decoding, and statistical watermarking, and presents new algorithms with theoretical guarantees and empirical results.