Scholar

Matus Telgarsky

Google Scholar ID: Fc-5yRIAAAAJ

Courant Institute of Mathematical Sciences, New York University

deep learning theorymachine learning theory

Citations & Impact

All-time

Citations

5,597

H-index

i10-index

Publications

Co-authors

list available

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Publications

2 items

2025

Cited

arXiv.org · 2022

Cited

Resume (English only)

Academic Achievements

2013: Showed coordinate descent (and steepest descent) converges to maximum margin solutions
2016: Constructed deep networks inapproximable by shallow ones unless exponentially wide
2018: Extended classical margin-based generalization theory to deep networks
2019: Large-margin analysis of gradient descent for non-separable data, with a succinct SGD proof (1/t rate)
2020: Proved directional convergence of gradient descent for shallow and deep ReLU networks near initialization
2024: Interpreted (decoder-)Transformer layers as parallel computation rounds; showed logistic regression is insensitive to step size

Co-authors

25 total