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P. Toint

30 papers hereh-index 5918.2k citations346 works total

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

author position
  • middle author1
  • last author29

Across the 30 of 30 papers where every author was matched, so the position is known.

fields
  • math.OC25
  • math.NA3
  • cs.LG1
  • math.ST1

identity via Semantic Scholar / OpenAlex

activity
20172024
most citedImproved second-order evaluation complexity for unconstrained nonlinear optimization using high-order regularized models

17 citations · 84 across the 29 of their papers we have counts for

collaborators
Showing 2023 · math.OCShow all

2 papers · 2 filters

math.OC2023★ 1 cited

Multilevel Objective-Function-Free Optimization with an Application to Neural Networks Training

S. Gratton, A. Kopanicakova, Ph. L. Toint

A class of multi-level algorithms for unconstrained nonlinear optimization is presented which does not require the evaluation of the objective function. The class contains the mome…

math.OC2023

Yet another fast variant of Newton's method for nonconvex optimization

Serge Gratton, Sadok Jerad, Philippe L. Toint

A class of second-order algorithms is proposed for minimizing smooth nonconvex functions that alternates between regularized Newton and negative curvature steps in an iteration-dep…

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