Can AI Discover the Laws of Physics?
![The study introduces a benchmarking pipeline where an agent discovers physical laws through iterative experimentation and parameter fitting within a simulated N-body environment; rather than relying on pre-existing datasets, the agent requests on-demand data generation from the simulator based on its proposed experiments, ultimately submitting a final law and accompanying textual explanation which are then scored to evaluate its success in discerning the underlying physics of the world-a process potentially spanning [latex]n[/latex] rounds of inquiry.](https://arxiv.org/html/2605.26087v1/x1.png)
A new benchmark tests whether large language model agents can independently deduce fundamental physical principles through simulated experimentation.
![The study introduces a benchmarking pipeline where an agent discovers physical laws through iterative experimentation and parameter fitting within a simulated N-body environment; rather than relying on pre-existing datasets, the agent requests on-demand data generation from the simulator based on its proposed experiments, ultimately submitting a final law and accompanying textual explanation which are then scored to evaluate its success in discerning the underlying physics of the world-a process potentially spanning [latex]n[/latex] rounds of inquiry.](https://arxiv.org/html/2605.26087v1/x1.png)
A new benchmark tests whether large language model agents can independently deduce fundamental physical principles through simulated experimentation.
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