119 citations · 355 across the 60 of their papers we have counts for
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cs.AI2019
Robust and Adaptive Planning under Model Uncertainty
Apoorva Sharma, James Harrison, Matthew Tsao +1
Planning under model uncertainty is a fundamental problem across many applications of decision making and learning. In this paper, we propose the Robust Adaptive Monte Carlo Planni…
cs.AI2015★ 101 cited
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach
Yinlam Chow, Aviv Tamar, Shie Mannor +1
In this paper we address the problem of decision making within a Markov decision process (MDP) framework where risk and modeling errors are taken into account. Our approach is to m…