55 citations · 62 across the 9 of their papers we have counts for
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cs.LG2024
Learning from Snapshots of Discrete and Continuous Data Streams
Pramith Devulapalli, Steve Hanneke
Imagine a smart camera trap selectively clicking pictures to understand animal movement patterns within a particular habitat. These "snapshots", or pieces of data captured from a d…
cs.LG2024
A Complete Characterization of Learnability for Stochastic Noisy Bandits
Steve Hanneke, Kun Wang
We study the stochastic noisy bandit problem with an unknown reward function in a known function class . Formally, a model maps arms to a probability dis…
stat.ML2024
The Dimension of Self-Directed Learning
Pramith Devulapalli, Steve Hanneke
Understanding the self-directed learning complexity has been an important problem that has captured the attention of the online learning theory community since the early 1990s. Wit…