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20192025
most citedWeight-space symmetry in deep networks gives rise to permutation saddles, connected by equal-loss valleys across the loss landscape

17 citations · 21 across the 7 of their papers we have counts for

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cs.LG2025

Flat Channels to Infinity in Neural Loss Landscapes

Flavio Martinelli, Alexander Van Meegen, Berfin Şimşek +2

The loss landscapes of neural networks contain minima and saddle points that may be connected in flat regions or appear in isolation. We identify and characterize a special structu…