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Beyond Lipschitz: Sharp Generalization and Excess Risk Bounds for Full-Batch GD.
Konstantinos E. Nikolakakis
Farzin Haddadpour
Amin Karbasi
Dionysios S. Kalogerias
Published in:
CoRR (2022)
Keyphrases
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risk bounds
data dependent
pac bayes
empirical risk minimization
generalization bounds
learning algorithm
vc dimension
statistical learning theory
stochastic processes
function classes
metric space
support vector machine
model selection
learning machines
objective function
sample size