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04/19/2021
Labels, Information, and Computation: Efficient, Privacy-Preserving Learning Using Sufficient Labels
In supervised learning, obtaining a large set of fully-labeled training ...
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01/09/2021
Training Deep Architectures Without End-to-End Backpropagation: A Brief Survey
This tutorial paper surveys training alternatives to end-to-end backprop...
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05/24/2020
JPAD-SE: High-Level Semantics for Joint Perception-Accuracy-Distortion Enhancement in Image Compression
While humans can effortlessly transform complex visual scenes into simpl...
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05/12/2020
Modularizing Deep Learning via Pairwise Learning With Kernels
By redefining the conventional notions of layers, we present an alternat...
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02/11/2018
