References & Citations
Computer Science > Machine Learning
Title: MultiSTOP: Solving Functional Equations with Reinforcement Learning
(Submitted on 23 Apr 2024)
Abstract: We develop MultiSTOP, a Reinforcement Learning framework for solving functional equations in physics. This new methodology produces actual numerical solutions instead of bounds on them. We extend the original BootSTOP algorithm by adding multiple constraints derived from domain-specific knowledge, even in integral form, to improve the accuracy of the solution. We investigate a particular equation in a one-dimensional Conformal Field Theory.
Submission history
From: Alessandro Trenta [view email][v1] Tue, 23 Apr 2024 10:51:31 GMT (812kb,D)
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