84 citations · 603 across the 59 of their papers we have counts for
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cs.LG2016★ 1 cited
Risk-Aware Algorithms for Adversarial Contextual Bandits
Wen Sun, Debadeepta Dey, Ashish Kapoor
In this work we consider adversarial contextual bandits with risk constraints. At each round, nature prepares a context, a cost for each arm, and additionally a risk for each arm.…
cs.RO2016
No-Regret Replanning under Uncertainty
Wen Sun, Niteesh Sood, Debadeepta Dey +3
This paper explores the problem of path planning under uncertainty. Specifically, we consider online receding horizon based planners that need to operate in a latent environment wh…