bregman divergences 1estimation theory 1markov degradedness 1mmse continuity 1second moment continuity 1
From the 1 of 3 linked papers with an AI index.
3 papers
eess.SP2026
Markovian Continuity of the MMSE
Elad Domanovitz, Anatoly Khina
The paper investigates conditions under which the minimum mean square error (MMSE) estimator remains continuous, focusing on second‑moment continuity and a Markov degradedness cons…
cs.LG2026
Beyond Fixed Points: Superpolynomial Capacity of Asymmetric Hopfield Networks
Aakash Kumar, Anatoly Khina, Frederik Mallmann-Trenn +1
Classical Hopfield networks are limited to static patterns due to symmetric weights, whereas asymmetric networks can encode temporal sequences via limit-cycle attractors. Achieving…
cs.LG2024
Batch Normalization Decomposed
Ido Nachum, Marco Bondaschi, Michael Gastpar +1
\emph{Batch normalization} is a successful building block of neural network architectures. Yet, it is not well understood. A neural network layer with batch normalization comprises…