Botong Zhang — accepted AI-conference papers

2025

Alignment of Large Language Models with Constrained Learning

Botong Zhang, Shuo Li, Ignacio Hounie, Osbert Bastani, Dongsheng Ding, Alejandro Ribeiro

NeurIPS 2025poster

We study the problem of computing an optimal large language model (LLM) policy for the constrained alignment problem, where the goal is to maximize a primary reward objective while satisfying constraints on secondary utilities. Despite the popularity of Lagrangian-based LLM policy search in constrai…

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2025

Conformal Structured Prediction

Botong Zhang, Shuo Li, Osbert Bastani

ICLR 2025poster

Conformal prediction has recently emerged as a promising strategy for quantifying the uncertainty of a predictive model; these algorithms modify the model to output sets of labels that are guaranteed to contain the true label with high probability. However, existing conformal prediction algorithms h…

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