Information-Theoretic Generalization Bounds for Stochastic Gradient Descent.

Published in: COLT (2021)

Keyphrases

information theoretic
data dependent
mutual information
information theory
vc dimension
matrix factorization
generalization ability
loss function
learning theory
linear classifiers
lower bound
maximum likelihood
learning problems
multiple kernel learning