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04/09/2022
Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning
Federated learning (FL) scenarios inherently generate a large communicat...
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09/09/2021
ECQ^x: Explainability-Driven Quantization for Low-Bit and Sparse DNNs
The remarkable success of deep neural networks (DNNs) in various applica...
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12/17/2020
FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons
With the growing demand for deploying deep learning models to the "edge"...
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04/02/2020
