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researcher

Pavel Sountsov

13 papers hereh-index 13531 citations23 works total

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

author position
  • first author4
  • middle author8
  • last author1

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • stat.CO7
  • cs.CV2
  • cs.AI1
  • cs.LG1
  • stat.ME1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20162024
most citedNeuTra-lizing Bad Geometry in Hamiltonian Monte Carlo Using Neural Transport

65 citations · 97 across the 12 of their papers we have counts for

collaborators
Showing stat.MLShow all

1 paper · 1 filter

stat.ML2020★ 3 cited

MCMC Should Mix: Learning Energy-Based Model with Neural Transport Latent Space MCMC

Erik Nijkamp, Ruiqi Gao, Pavel Sountsov +4

Learning energy-based model (EBM) requires MCMC sampling of the learned model as an inner loop of the learning algorithm. However, MCMC sampling of EBMs in high-dimensional data sp…

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