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physics.comp-ph2025
Neural Network Perturbation Theory (NNPT): Learning Residual Corrections from Exact Solutions
Zhenhao Chen, Mutian Shen, Boris Fain +1
Many complex physical systems naturally decompose into an exactly solvable component augmented by a perturbative correction. Rather than directly employing neural networks to analy…
cond-mat.dis-nn2025
The Physics of Local Optimization in Complex Disordered Systems
Mutian Shen, Gerardo Ortiz, Zhiqiao Dong +2
Limited resources motivate decomposing large-scale problems into smaller,``local" subsystems and stitching together the so-found solutions. We explore the physics underlying this a…
cond-mat.stat-mech2025
The Eggbox Ising Model
Mutian Shen, Yichen Xu, Zohar Nussinov
We introduce the Eggbox Ising model, a tunable construction of rugged energy landscapes defined by distances to a prescribed set of patterns. Correlated pattern ensembles realize a…