Test-Time Scaling for Scientific Equation Discovery
This work forms LLM-driven equation discovery as an iterative search process that unifies Best-of-N, sequential refinement, tree search, and evolution-style methods under a common compute-allocation view and finds that search width is the dominant allocation parameter.
Hao-Wei Lin, Hubert Lim, Xiang-Yu Wang et al.
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