Author

Sanghyeok Choi

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#machine learning Jun 2026

Structured Inference with Large Language Gibbs

This work proposes Large Language Gibbs, a scheme for structured probabilistic inference that uses conditional distributions of an LLM as transition operators, and iteratively resample individual variables conditioned on others using an LLM's next-token conditionals to produce a stationary distribution.

Sanghyeok Choi, H. Gouk, Esmeralda S. Whitammer · arXiv.org · 0 citations

#machine learning Oct 2024

Adaptive teachers for amortized samplers

The teacher, an auxiliary behavior model, is trained to sample high-loss regions of the student and can generalize across unexplored modes, thereby enhancing mode coverage by providing an efficient training curriculum.

Minsu Kim, Sanghyeok Choi, Taeyoung Yun et al. · International Conference on... · 27 citations · ⚡6