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06/24/2022
Value Function Decomposition for Iterative Design of Reinforcement Learning Agents
Designing reinforcement learning (RL) agents is typically a difficult pr...
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04/01/2020
Work in Progress: Temporally Extended Auxiliary Tasks
Predictive auxiliary tasks have been shown to improve performance in num...
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11/18/2019
Gamma-Nets: Generalizing Value Estimation over Timescale
We present Γ-nets, a method for generalizing value function estimation o...
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03/23/2018
Accelerating Learning in Constructive Predictive Frameworks with the Successor Representation
Here we propose using the successor representation (SR) to accelerate le...
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01/25/2018
Directly Estimating the Variance of the λ-Return Using Temporal-Difference Methods
This paper investigates estimating the variance of a temporal-difference...
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11/10/2017
Communicative Capital for Prosthetic Agents
This work presents an overarching perspective on the role that machine i...
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06/17/2016
