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cs.LG2024
Neural Redshift: Random Networks are not Random Functions
Damien Teney, Armand Nicolicioiu, Valentin Hartmann +1
Our understanding of the generalization capabilities of neural networks (NNs) is still incomplete. Prevailing explanations are based on implicit biases of gradient descent (GD) but…
cs.LG2019
Privacy-Preserving Classification with Secret Vector Machines
Valentin Hartmann, Konark Modi, Josep M. Pujol +1
Today, large amounts of valuable data are distributed among millions of user-held devices, such as personal computers, phones, or Internet-of-things devices. Many companies collect…