Adaptive Low-Rank Gradient Descent

Author:

Jadbabaie Ali1,Makur Anuran2,Reisizadeh Amirhossein1

Affiliation:

1. Massachusetts Institute of Technology,Laboratory for Information & Decision Systems,Cambridge,MA,USA,02139

2. School of Electrical & Computer Engineering, Purdue University,Department of Computer Science,West Lafayette,IN,USA,47907

Publisher

IEEE

Reference30 articles.

1. Gradient descent happens in a tiny subspace;Gur-Ari;arXiv,2018

2. Empirical analysis of the Hessian of over-parametrized neural networks;Sagun

3. The full spectrum of deepnet Hessians at scale: Dynamics with SGD training and sample size;Papyan;arXiv,2019

4. Dissecting Hessian: Understanding common structure of Hessian in neural networks;Wu;arXiv,2021

5. Analytic insights into structure and rank of neural network hessian maps;Singh;Advances in Neural Information Processing Systems,2021

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