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05/30/2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection
Class-incremental learning (CIL) learns a classification model with trai...
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03/18/2022
Deterministic Bridge Regression for Compressive Classification
Pattern classification with compact representation is an important compo...
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02/14/2022
Analytic Learning of Convolutional Neural Network For Pattern Recognition
Training convolutional neural networks (CNNs) with back-propagation (BP)...
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02/07/2021
An Analytic Layer-wise Deep Learning Framework with Applications to Robotics
Deep learning has achieved great success in many applications, but it ha...
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12/03/2020
Accumulated Decoupled Learning: Mitigating Gradient Staleness in Inter-Layer Model Parallelization
Decoupled learning is a branch of model parallelism which parallelizes t...
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11/20/2018
Analytic Network Learning
Based on the property that solving the system of linear matrix equations...
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10/27/2018
Gradient-Free Learning Based on the Kernel and the Range Space
In this article, we show that solving the system of linear equations by ...
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10/22/2018
Learning from the Kernel and the Range Space
In this article, a novel approach to learning a complex function which c...
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06/09/2018