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researcher

Daniel M. Roy

University of Toronto

29 papers hereh-index 398.9k citations117 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author11
  • last author15

Across the 26 of 29 papers where every author was matched, so the position is known.

fields
  • cs.LG15
  • stat.ML9
  • cs.PL2
  • math.PR2
  • math.LO1
affiliations
  • University of Toronto
  • Vector Institute
HomepageORCID 0000-0001-8930-0058
same name
  • Daniel M. Roy — 11 papers, h 6
  • Daniel M. Roy — 7 papers
  • Daniel M. Roy — 3 papers, h 1

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20092026
most citedTraining generative neural networks via Maximum Mean Discrepancy optimization

183 citations · 384 across the 16 of their papers we have counts for

collaborators
Showing 2026 · math.PRShow all

1 paper · 2 filters

math.PR2026

Geometric Dyson Brownian Motions and the Free Log-Normal Limit for a Non-Square Gaussian Matrix Product

Mufan Li, Jaume de Dios Pont, Mihai Nica +1

We study the squared singular value spectrum of a non-square product of independent real Gaussian matrices, equivalently the feature covariance spectrum of a deep linear neural net…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.