Scholar
Matus Telgarsky
Google Scholar ID: Fc-5yRIAAAAJ
Courant Institute of Mathematical Sciences, New York University
Citations & Impact
Citations
5,597
H-index
23
i10-index
33
Publications
20
Co-authors
25
list available
Contact
Publications
Resume
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
