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06/08/2023
Federated Learning under Covariate Shifts with Generalization Guarantees
This paper addresses intra-client and inter-client covariate shifts in f...
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02/27/2022
The Spectral Bias of Polynomial Neural Networks
Polynomial neural networks (PNNs) have been recently shown to be particu...
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07/06/2021
Poly-NL: Linear Complexity Non-local Layers with Polynomials
Spatial self-attention layers, in the form of Non-Local blocks, introduc...
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09/09/2020
Multilinear Latent Conditioning for Generating Unseen Attribute Combinations
Deep generative models rely on their inductive bias to facilitate genera...
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06/20/2020
Deep Polynomial Neural Networks
Deep Convolutional Neural Networks (DCNNs) are currently the method of c...
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08/19/2019