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08/09/2023
When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis
Novel Class Discovery (NCD) aims at inferring novel classes in an unlabe...
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03/13/2023
Domain Generalization via Nuclear Norm Regularization
The ability to generalize to unseen domains is crucial for machine learn...
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06/03/2022
A Theoretical Analysis on Feature Learning in Neural Networks: Emergence from Inputs and Advantage over Fixed Features
An important characteristic of neural networks is their ability to learn...
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08/04/2019
SF-Net: Structured Feature Network for Continuous Sign Language Recognition
Continuous sign language recognition (SLR) aims to translate a signing s...
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08/02/2019