Can LLMs Uncover Hidden Physical Laws through Free Exploration?

arXiv:2610.37649v1 Announce Type: cross Abstract: Scientific discovery often begins with an unexpected observation that prompts a new research question. In a world with altered physical laws, can large language models (LLMs) notice unexpected behavior, such as