Search Results for author: Amartya Mitra

Found 2 papers, 2 papers with code

Multi-scale Feature Learning Dynamics: Insights for Double Descent

1 code implementation6 Dec 2021 Mohammad Pezeshki, Amartya Mitra, Yoshua Bengio, Guillaume Lajoie

A key challenge in building theoretical foundations for deep learning is the complex optimization dynamics of neural networks, resulting from the high-dimensional interactions between the large number of network parameters.

LEAD: Min-Max Optimization from a Physical Perspective

1 code implementation26 Oct 2020 Reyhane Askari Hemmat, Amartya Mitra, Guillaume Lajoie, Ioannis Mitliagkas

A central obstacle in the optimization of such games is the rotational dynamics that hinder their convergence.

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