182 citations · 329 across the 14 of their papers we have counts for
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cs.AI2016★ 182 cited
DESPOT: Online POMDP Planning with Regularization
Nan Ye, Adhiraj Somani, David Hsu +1
The partially observable Markov decision process (POMDP) provides a principled general framework for planning under uncertainty, but solving POMDPs optimally is computationally int…
cs.LG2016
Robustness of Bayesian Pool-based Active Learning Against Prior Misspecification
Nguyen Viet Cuong, Nan Ye, Wee Sun Lee
We study the robustness of active learning (AL) algorithms against prior misspecification: whether an algorithm achieves similar performance using a perturbed prior as compared to…