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Samuel Sokota — most-cited papers & profile · Reinforcement Learning
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overview
Samuel Sokota
7
papers ·
12
citations ·
6
h-index
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Most-cited papers
Selective Dyna-style Planning Under Limited Model Capacity
2020 · 6 citations
A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum Games
2022 · 6 citations
Superhuman AI for Stratego Using Self-Play Reinforcement Learning and Test-Time Search
2025
Reevaluating Policy Gradient Methods for Imperfect-Information Games
2025
Solving Common-Payoff Games with Approximate Policy Iteration
2021
Communicating via Markov Decision Processes
2021
Cheap Talk Discovery and Utilization in Multi-Agent Reinforcement Learning
2023
Top co-authors
J. Zico Kolter
· 4
Christian Schroeder de Witt
· 2
Eugene Vinitsky
· 2
Gabriele Farina
· 2
Marc Lanctot
· 2
Ryan D'Orazio
· 2
Shimon Whiteson
· 2
Alexandre Bayen
· 1
Amy Zhang
· 1
Christian Kroer
· 1
Edward Lockhart
· 1
Elnaz Davoodi
· 1
Topics
Multi-Agent
Game AI
Policy Gradient
Exploration
cs.LG
cs.AI
Model-Based RL
Safe RL
Value-Based