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Jayden Ooi

2 accepted papers

2020

BRPO: Batch Residual Policy Optimization

IJCAI 2020poster

In batch reinforcement learning (RL), one often constrains a learned policy to be close to the behavior (data-generating) policy, e.g., by constraining the learned action distribution to differ from the behavior policy by some maximum degree that is the same at each state. This can cause batch RL t…

Cited by 0SourcePDFScholar
2020

ConQUR: Mitigating Delusional Bias in Deep Q-Learning

ICML 2020poster

Delusional bias is a fundamental source of error in approximate Q-learning. To date, the only techniques that explicitly address delusion require comprehensive search using tabular value estimates. In this paper, we develop efficient methods to mitigate delusional bias by training Q-approximators wi…