IGSR pairs LLM term generation with marginal influence scoring inside MCTS to discover symbolic equations, reporting gains on benchmarks and a novel DNA-methylation / RNA-Pol-II-pausing link in genomic data that wet-lab work later supported.
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Influence-Guided Symbolic Regression: Scientific Discovery via LLM-Driven Equation Search with Granular Feedback
IGSR pairs LLM term generation with marginal influence scoring inside MCTS to discover symbolic equations, reporting gains on benchmarks and a novel DNA-methylation / RNA-Pol-II-pausing link in genomic data that wet-lab work later supported.