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01/09/2023
Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints
We study simple binary hypothesis testing under both local differential ...
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12/30/2022
An Entropy-Based Model for Hierarchical Learning
Machine learning is the dominant approach to artificial intelligence, th...
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06/25/2020
Maximum Multiscale Entropy and Neural Network Regularization
A well-known result across information theory, machine learning, and sta...
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06/26/2019
Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Nets
We derive generalization and excess risk bounds for neural nets using a ...
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06/11/2018