English(EN) FluxDisco: Symbolic Regression for Stoichiometric Dynamical Systems via Monte Carlo Graph Search

FluxDisco框架使用蒙特卡洛图搜索进行物理信息符号回归

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-07 04:00

研究人员推出FluxDisco，一个新颖的物理信息框架，用于化学计量动力学系统的符号回归。该方法通过整合已知化学计量学来约束搜索空间并确保物理一致性，专门针对基于通量的ODE系统。FluxDisco改编蒙特卡洛图搜索算法，以发现控制方程并从各种物理和生物系统中的噪声数据中准确恢复动力学。 AI

影响这项研究推进了物理系统中发现控制方程的方法，可能提高科学建模的可解释性和准确性。

排序理由该集群包含一篇详细介绍符号回归新方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

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Newsworthiness bucket: Tool; 该集群包含一篇详细介绍符号回归新方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]
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arXiv cs.LG TIER_1 English(EN) · Cassandra Durr (Lancaster University), Alvaro K\"ohn-Luque (University of Oslo), Chris Jewell (Lancaster University), Lloyd A. C. Chapman (Lancaster University) · 2026-09-07 04:00

FluxDisco：通过蒙特卡洛图搜索实现化学计量动力学系统的符号回归

arXiv:2609.05207v1 Announce Type: cross Abstract: Dynamical symbolic regression methods identify governing differential equations from noisy data, balancing interpretability and predictive accuracy. However, standard methods often produce expressions that violate known physical l…