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researcher

S. Bonnabel

48 papers hereh-index 386.1k citations135 works total

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

author position
  • sole author3
  • first author10
  • middle author18
  • last author17

Across the 48 of 48 papers where every author was matched, so the position is known.

fields
  • cs.RO16
  • math.OC13
  • eess.SY11
  • cs.CV2
  • cs.LG2
  • stat.ML2

identity via Semantic Scholar / OpenAlex

activity
20062024
most citedStochastic gradient descent on Riemannian manifolds

359 citations · 1.4k across the 40 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

stat.ML2022★ 12 cited

Variational inference via Wasserstein gradient flows

Marc Lambert, Sinho Chewi, Francis Bach +2

Along with Markov chain Monte Carlo (MCMC) methods, variational inference (VI) has emerged as a central computational approach to large-scale Bayesian inference. Rather than sampli…

eess.SY2022

Invariant Smoothing with low process noise

Paul Chauchat, Silvere Bonnabel, Axel Barrau

In this paper we address smoothing-that is, optimisation-based-estimation techniques for localisation problems in the case where motion sensors are very accurate. Our mathematical…

eess.SY2022★ 48 cited

The Geometry of Navigation Problems

Axel Barrau, Silvere Bonnabel

While many works exploiting an existing Lie group structure have been proposed for state estimation, in particular the Invariant Extended Kalman Filter (IEKF), few papers address t…

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