Publications

Kernel Alignment Risk Estimator: Risk Prediction from Training Data

Arthur Jacot, Berfin Şimşek, Francesco Spadaro, Clément Hongler, Franck Gabriel

Implicit Regularization of Random Feature Models

Arthur Jacot*, Berfin Şimşek*, Francesco Spadaro, Clément Hongler, Franck Gabriel

Online Bounded Component Analysis: A Simple Recurrent Neural Network with Local Update Rule for Unsupervised Separation of Dependent and Independent Sources

Berfin Simsek, Alper T. Erdogan

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

Johanni Brea*, Berfin Simsek*, Bernd Illing, Wulfram Gerstner