Instance-Dependent Generalization Bounds via Optimal Transport

no code implementations • 2 Nov 2022 • Songyan Hou, Parnian Kassraie, Anastasis Kratsios, Andreas Krause, Jonas Rothfuss

Existing generalization bounds fail to explain crucial factors that drive the generalization of modern neural networks.

Generalization Bounds Inductive Bias

Deep Partial Hedging

1 code implementation • 14 Dec 2021 • Songyan Hou, Thomas Krabichler, Marcus Wunsch

Using techniques from deep learning (cf.