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

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

16 May 2024

Tsun-Hsuan Wang

Joshua B. Tenenbaum

Daniela Rus

Chuang Gan

Wojciech Matusik

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

15 / 15 papers shown

Title
CodePDE: An Inference Framework for LLM-driven PDE Solver Generation Shanda Li Tanya Marwah Junhong Shen W. Sun Andrej Risteski Yiming Yang Ameet Talwalkar AI4CE 17 0 0 13 May 2025
Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents Shuo Ren Pu Jian Zhenjiang Ren Chunlin Leng Can Xie Jiajun Zhang LLMAG AI4CE 57 0 0 31 Mar 2025
Optimizing Temperature for Language Models with Multi-Sample Inference Weihua Du Yiming Yang Sean Welleck 54 2 0 07 Feb 2025
Gravity-Bench-v1: A Benchmark on Gravitational Physics Discovery for Agents Nolan Koblischke Hyunseok Jang Kristen Menou M. Ali-Dib 65 0 0 30 Jan 2025
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation Bohan Lyu Yadi Cao Duncan Watson-Parris Leon Bergen Taylor Berg-Kirkpatrick Rose Yu 55 3 0 01 Nov 2024
Synthesizing Interpretable Control Policies through Large Language Model Guided Search Carlo Bosio Mark W. Mueller 15 0 0 07 Oct 2024
Game On: Towards Language Models as RL Experimenters Jingwei Zhang Thomas Lampe A. Abdolmaleki Jost Tobias Springenberg Martin Riedmiller LM&Ro 29 0 0 05 Sep 2024
Grammar-based Game Description Generation using Large Language Models Tsunehiko Tanaka Edgar Simo-Serra 43 2 0 24 Jul 2024
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models Parshin Shojaee Kazem Meidani Shashank Gupta A. Farimani Chandan K. Reddy 37 13 0 29 Apr 2024
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems Stefan Kramer Mattia Cerrato S. Džeroski R. King 21 10 0 03 May 2023
Learning Neural Constitutive Laws From Motion Observations for Generalizable PDE Dynamics Pingchuan Ma Peter Yichen Chen B. Deng J. Tenenbaum Tao Du Chuang Gan Wojciech Matusik PINN AI4CE 87 31 0 27 Apr 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 223 2,413 0 06 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Junction Tree Variational Autoencoder for Molecular Graph Generation Wengong Jin Regina Barzilay Tommi Jaakkola 211 1,329 0 12 Feb 2018