Search Results for author: Ryan W. Gardner

Found 3 papers, 1 papers with code

On the Complexity of Reconnaissance Blind Chess

no code implementations7 Nov 2018 Jared Markowitz, Ryan W. Gardner, Ashley J. Llorens

This paper provides a complexity analysis for the game of reconnaissance blind chess (RBC), a recently-introduced variant of chess where each player does not know the positions of the opponent's pieces a priori but may reveal a subset of them through chosen, private sensing actions.

Decision Making

A Risk-Sensitive Approach to Policy Optimization

1 code implementation19 Aug 2022 Jared Markowitz, Ryan W. Gardner, Ashley Llorens, Raman Arora, I-Jeng Wang

Without cost constraints, we find that pessimistic risk profiles can be used to reduce cost while improving total reward accumulation.

Decision Making

Continuous Mean-Zero Disagreement-Regularized Imitation Learning (CMZ-DRIL)

no code implementations2 Mar 2024 Noah Ford, Ryan W. Gardner, Austin Juhl, Nathan Larson

Machine-learning paradigms such as imitation learning and reinforcement learning can generate highly performant agents in a variety of complex environments.

Imitation Learning reinforcement-learning

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