Structure of Flat Regions in the Landscape Geometry of Non-Convex Neural Networks

Gabriele Perugini

Presentation information

Parallel Session

Topic 4: Disordered and glassy systems

Parallel Session [T4-10A]

Thu. Aug 10, 2023 1:00 PM - 2:00 PM Classroom 279 (#279 in Building 1 of the School of Science, 2F)

chair: Shu Tanaka

1:15 PM - 1:30 PM

[T4-10A-02] Structure of Flat Regions in the Landscape Geometry of Non-Convex Neural Networks

*Gabriele Perugini¹, Enrico Malatest¹, Luca Saglietti¹, Clarissa Lauditi¹, Fabrizio Pittorino¹, Brandon Livio Annesi¹, Carlo Baldassi¹, Riccardo Zecchina¹ (1. Bocconi University)

Keywords:Deep Networks, Linear Mode Connectivity, Flatness, Generalization, non-convex Continuous Models, Replica Method

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