littlestone dimension
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The Bayesian Stability Zoo
Algorithmic stability is a major theme in learning theory, where seminal results have firmly established its close relationship with generalization. Recent research has further highlighted the intricate interplay between stability and additional properties of interest beyond statistical generalization.
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Limits of Private Learning with Access to Public Data
Raef Bassily, Shay Moran, Noga Alon
Neural Information Processing Systems http://nips.cc/
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Private Learning Implies Online Learning: An Efficient Reduction
Alon Gonen, Elad Hazan, Shay Moran
Neural Information Processing Systems http://nips.cc/
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A Trichotomy for Transductive Online Learning
Quantitatively, we show a variety of bounds relating the number of mistakes to well-known combinatorial dimensions.
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