littlestone dimension
Information about AI from the News, Publications, and Conferences
Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis
If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
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The Bayesian Stability Zoo
Neural Information Processing Systems
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
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
Neural Information Processing Systems http://nips.cc/
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A Trichotomy for Transductive Online Learning
Neural Information Processing Systems
Quantitatively, we show a variety of bounds relating the number of mistakes to well-known combinatorial dimensions.
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