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PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes.
Peter Grünwald
Thomas Steinke
Lydia Zakynthinou
Published in:
CoRR (2021)
Keyphrases
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pac bayes
conditional mutual information
special case
risk bounds
generalization bounds
worst case
mutual information
vc dimension
data sets
image processing
decision trees
support vector machine
upper bound
theoretical framework
linear classifiers
data dependent