72 citations · 124 across the 14 of their papers we have counts for
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cs.LG2021★ 2 cited
Off-policy Confidence Sequences
Nikos Karampatziakis, Paul Mineiro, Aaditya Ramdas
We develop confidence bounds that hold uniformly over time for off-policy evaluation in the contextual bandit setting. These confidence sequences are based on recent ideas from mar…
cs.LG2016
Asymptotic behavior of -based Laplacian regularization in semi-supervised learning
Ahmed El Alaoui, Xiang Cheng, Aaditya Ramdas +2
Given a weighted graph with vertices, consider a real-valued regression problem in a semi-supervised setting, where one observes labeled vertices, and the task is to label…
cs.LG2015
Algorithmic Connections Between Active Learning and Stochastic Convex Optimization
Aaditya Ramdas, Aarti Singh
Interesting theoretical associations have been established by recent papers between the fields of active learning and stochastic convex optimization due to the common role of feedb…