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stat.ML2025
Preference-based Pure Exploration
Apurv Shukla, Debabrota Basu
We study the preference-based pure exploration problem for bandits with vector-valued rewards. The rewards are ordered using a (given) preference cone and our goal is…
stat.ML2019
Robust Streaming PCA
Daniel Bienstock, Minchan Jeong, Apurv Shukla +1
We consider streaming principal component analysis when the stochastic data generating model is subject to perturbations. While existing models assume a fixed covariance, we adopt…