LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery

Pingchuan Ma; Tsun-Hsuan Wang; Minghao Guo; Zhiqing Sun; Joshua B. Tenenbaum; Daniela Rus; Chuang Gan; Wojciech Matusik

2024 ICML ICML 2024

LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery

Abstract

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Authors

Pingchuan Ma, Tsun-Hsuan Wang, Minghao Guo, Zhiqing Sun, Joshua B. Tenenbaum, Daniela Rus, Chuang Gan, Wojciech Matusik

Topics

Artificial Intelligence > Core AI > Agent Systems Machine Learning > Optimization & Theory > Optimization Artificial Intelligence > Core AI > Large Language Models

Keywords

bilevel optimization large language model physical parameter simulation observational feedback scientific hypotheses

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