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Stephen J. Roberts

59 papers hereh-index 212k citations92 works total

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

author position
  • middle author21
  • last author37

Across the 58 of 59 papers where every author was matched, so the position is known.

fields
  • stat.ML23
  • cs.LG22
  • q-fin.CP4
  • q-fin.TR4
  • q-fin.PM2
  • q-fin.ST2
same name
  • Stephen J. Roberts — 8 papers, h 8
  • Stephen J. Roberts — 7 papers, h 1
  • Stephen J. Roberts — 7 papers, h 3
  • Stephen J. Roberts — 2 papers, h 1
  • Stephen J. Roberts — 1 paper, h 5
  • Stephen J. Roberts — 1 paper, h 2

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
20172023
most citedDeepLOB: Deep Convolutional Neural Networks for Limit Order Books

292 citations · 760 across the 55 of their papers we have counts for

collaborators
Showing 2023 · stat.MLShow all

1 paper · 2 filters

stat.ML2023

G-TRACER: Expected Sharpness Optimization

John Williams, Stephen Roberts

We propose a new regularization scheme for the optimization of deep learning architectures, G-TRACER ("Geometric TRACE Ratio"), which promotes generalization by seeking flat minima…

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