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S. Sinclair

5 papers hereh-index 27 citations9 works total

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

author position
  • middle author3
  • last author2

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • math.OC2
  • cs.LG1
  • q-fin.RM1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

collaborators
Showing stat.MLShow all

1 paper · 1 filter

stat.ML2025

Exploiting Exogenous Structure for Sample-Efficient Reinforcement Learning

Jia Wan, Sean R. Sinclair, Devavrat Shah +1

We study a structured class of Markov Decision Processes, known as Exo-MDPs, in which the state space is partitioned into exogenous and endogenous components. Exogenous states evol…

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