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Agnostic Active Learning of Single Index Models with Linear Sample Complexity.
Aarshvi Gajjar
Wai Ming Tai
Xingyu Xu
Chinmay Hegde
Christopher Musco
Yi Li
Published in:
COLT (2024)
Keyphrases
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active learning
sample complexity
theoretical analysis
supervised learning
lower bound
upper bound
model selection
learning problems
generalization error
prior knowledge
unsupervised learning
training examples
query by committee
machine learning
vc dimension
transfer learning
face recognition