38 citations · 81 across the 20 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
stat.ML2018
Learning finite-dimensional coding schemes with nonlinear reconstruction maps
Jaeho Lee, Maxim Raginsky
This paper generalizes the Maurer--Pontil framework of finite-dimensional lossy coding schemes to the setting where a high-dimensional random vector is mapped to an element of a co…
cs.IT2018
Channel Polarization through the Lens of Blackwell Measures
Naveen Goela, Maxim Raginsky
Each memoryless binary-input channel (BIC) can be uniquely described by its Blackwell measure, which is a probability distribution on the unit interval with mean . Con…
cs.LG2018
Local Optimality and Generalization Guarantees for the Langevin Algorithm via Empirical Metastability
Belinda Tzen, Tengyuan Liang, Maxim Raginsky
We study the detailed path-wise behavior of the discrete-time Langevin algorithm for non-convex Empirical Risk Minimization (ERM) through the lens of metastability, adopting some t…