algorithmic stability
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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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Algorithmic Instabilities ofAccelerated Gradient Descent
Neural Information Processing Systems
We disprove this conjecture and show, for two notions of algorithmic stability (including uniform stability), that the stability of Nesterov's accelerated method in fact deteriorates exponentially fast with the number of gradient steps.
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Stability and Generalization of the Decentralized Stochastic Gradient Descent Ascent Algorithm
Neural Information Processing Systems
However, it is insufficient to evaluate the stochastic algorithm not to consider the generalization performance, which is roughly the gap between Eq.
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SharperGeneralizationBoundsforPairwise Learning
Neural Information Processing Systems
We also introduce anew on-average stability measure to develop optimistic bounds in a low noise setting.
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