1.1k citations · 1.9k across the 55 of their papers we have counts for
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Pure-Exploration for Infinite-Armed Bandits with General Arm Reservoirs
Maryam Aziz, Kevin Jamieson, Javed Aslam
This paper considers a multi-armed bandit game where the number of arms is much larger than the maximum budget and is effectively infinite. We characterize necessary and sufficient…
A System for Massively Parallel Hyperparameter Tuning
Liam Li, Kevin Jamieson, Afshin Rostamizadeh +4
Modern learning models are characterized by large hyperparameter spaces and long training times. These properties, coupled with the rise of parallel computing and the growing deman…
A Bandit Approach to Multiple Testing with False Discovery Control
Kevin Jamieson, Lalit Jain
We propose an adaptive sampling approach for multiple testing which aims to maximize statistical power while ensuring anytime false discovery control. We consider distributions…
Adaptive Sampling for Convex Regression
Max Simchowitz, Kevin Jamieson, Jordan W. Suchow +1
In this paper, we introduce the first principled adaptive-sampling procedure for learning a convex function in the norm, a problem that arises often in the behavioral an…