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Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search. (arXiv:2401.14424v3 [cs.LG] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Finding a concise and interpretable mathematical formula that accurately
describes the relationship between each variable and the predicted value in the
data is a crucial task in scientific research, as well as a significant
challenge in artificial intelligence. This problem is referred to as symbolic
regression, which is an NP-hard problem. In the previous year, a novel symbolic
regression methodology utilizing Monte Carlo Tree Search (MCTS) was advanced,
achieving state-of-the-art results on a diverse range of datasets. although
this algorithm …
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