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researcher

M. Squillante

8 papers hereh-index 374.3k citations270 works total

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

author position
  • middle author7

Across the 7 of 8 papers where every author was matched, so the position is known.

fields
  • math.NA3
  • cs.IT2
  • quant-ph2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators
Showing cs.LGShow all

1 paper · 1 filter

cs.LG2026

A General Control-Theoretic Approach for Reinforcement Learning: Theory and Algorithms

Weiqin Chen, Mark S. Squillante, Chai Wah Wu +1

We devise a control-theoretic reinforcement learning approach to support direct learning of the optimal policy. We establish various theoretical properties of our approach, such as…

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