Login / Signup
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates.
Jeffrey Negrea
Mahdi Haghifam
Gintare Karolina Dziugaite
Ashish Khisti
Daniel M. Roy
Published in:
NeurIPS (2019)
Keyphrases
</>
information theoretic
data dependent
generalization bounds
mutual information
information theory
empirical risk minimization
risk bounds
uniform convergence
hash functions
machine learning
active contours
learning theory
model selection
vc dimension
pairwise
similarity measure
image processing