LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery.
Pingchuan MaTsun-Hsuan WangMinghao GuoZhiqing SunJoshua B. TenenbaumDaniela RusChuang GanWojciech MatusikPublished in: CoRR (2024)
Keyphrases
- scientific discovery
- knowledge discovery
- human reasoning
- artificial intelligence
- simulation study
- linear programming
- databases
- case study
- real time
- simulation model
- optimization methods
- machine learning
- high level
- data analysis
- artificial neural networks
- evolutionary algorithm
- information processing
- mathematical model
- optimization method
- genetic algorithm
- numerical simulations
- simulation models