274 citations · 480 across the 29 of their papers we have counts for
Showing 2016Show all
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cs.LG2016★ 9 cited
The Extended Littlestone's Dimension for Learning with Mistakes and Abstentions
Chicheng Zhang, Kamalika Chaudhuri
This paper studies classification with an abstention option in the online setting. In this setting, examples arrive sequentially, the learner is given a hypothesis class $\mathcal…
cs.LG2016★ 4 cited
Search Improves Label for Active Learning
Alina Beygelzimer, Daniel Hsu, John Langford +1
We investigate active learning with access to two distinct oracles: Label (which is standard) and Search (which is not). The Search oracle models the situation where a human search…