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math-ph2021
Asymptotic symmetry and asymptotic solutions to Ito stochastic differential equations
Giuseppe Gaeta, Roman Kozlov, Francesco Spadaro
We consider several aspects of conjugating symmetry methods, including the method of invariants, with an asymptotic approach. In particular we consider how to extend to the stochas…
cs.LG2021★ 14 cited
Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances
Berfin Şimşek, François Ged, Arthur Jacot +4
We study how permutation symmetries in overparameterized multi-layer neural networks generate `symmetry-induced' critical points. Assuming a network with layers of minimal wi…