corollary 5
Convergence of Adam Under Relaxed Assumptions
Despite its success in practice, theoretical analyses of Adam are still limited.
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Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.52)
c315f0320b7cd4ec85756fac52d78076-Paper.pdf
Werecallthisresult from [4] (see Theorem 7 thereinformoredetails).
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FindingOptimalArmsinNon-stochastic CombinatorialBanditswithSemi-banditFeedback andFiniteBudget
The action is to choose a set of arms, whereupon feedback for each arm in the chosen set is received.
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PAC-Bayesian Theory Meets Bayesian Inference
Pascal Germain, Francis Bach, Alexandre Lacoste, Simon Lacoste-Julien
This provides an alternative explanation to the Bayesian Occam's razor criteria, under the assumption that the data
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