"generalization error analysis" Papers

A High-Dimensional Statistical Method for Optimizing Transfer Quantities in Multi-Source Transfer Learning

Qingyue Zhang, Haohao Fu, Guanbo Huang et al.

How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning?

Wenjun Ding, Ying An, Lixing Chen et al.

How Two-Layer Neural Networks Learn, One (Giant) Step at a Time

Yatin Dandi, Florent Krzakala, Bruno Loureiro et al.

Toward Understanding In-context vs. In-weight Learning

Bryan Chan, Xinyi Chen, Andras Gyorgy et al.

Unveiling the Power of Multiple Gossip Steps: A Stability-Based Generalization Analysis in Decentralized Training

How Spurious Features are Memorized: Precise Analysis for Random and NTK Features

Simone Bombari, Marco Mondelli

Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm

Batiste Le Bars, Aurélien Bellet, Marc Tommasi et al.

Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often!

Milad Sefidgaran, Romain Chor, Abdellatif Zaidi et al.

PAGER: Accurate Failure Characterization in Deep Regression Models

Jayaraman J. Thiagarajan, Vivek Narayanaswamy, Puja Trivedi et al.