We gratefully acknowledge support from
the Simons Foundation and member institutions.
Full-text links:

Download:

Current browse context:

cs.LG

Change to browse by:

References & Citations

DBLP - CS Bibliography

Bookmark

(what is this?)
CiteULike logo BibSonomy logo Mendeley logo del.icio.us logo Digg logo Reddit logo

Computer Science > Machine Learning

Title: MultiSTOP: Solving Functional Equations with Reinforcement Learning

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.
Comments: ICLR 2024 Workshop on AI4DifferentialEquations In Science
Subjects: Machine Learning (cs.LG); High Energy Physics - Theory (hep-th)
Cite as: arXiv:2404.14909 [cs.LG]
  (or arXiv:2404.14909v1 [cs.LG] for this version)

Submission history

From: Alessandro Trenta [view email]
[v1] Tue, 23 Apr 2024 10:51:31 GMT (812kb,D)

Link back to: arXiv, form interface, contact.