Search Results for author: Ashley Edwards

Found 5 papers, 1 papers with code

Estimating Q(s,s') with Deterministic Dynamics Gradients

no code implementations ICML 2020 Ashley Edwards, Himanshu Sahni, Rosanne Liu, Jane Hung, Ankit Jain, Rui Wang, Adrien Ecoffet, Thomas Miconi, Charles Isbell, Jason Yosinski

In this paper, we introduce a novel form of a value function, $Q(s, s')$, that expresses the utility of transitioning from a state $s$ to a neighboring state $s'$ and then acting optimally thereafter.

Transfer Learning

Perceptual Reward Functions

no code implementations12 Aug 2016 Ashley Edwards, Charles Isbell, Atsuo Takanishi

Reinforcement learning problems are often described through rewards that indicate if an agent has completed some task.

reinforcement-learning Reinforcement Learning (RL)

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