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09/20/2023
Budget-Aware Pruning: Handling Multiple Domains with Less Parameters
Deep learning has achieved state-of-the-art performance on several compu...
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09/20/2023
CNNs for JPEGs: A Study in Computational Cost
Convolutional neural networks (CNNs) have achieved astonishing advances ...
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10/14/2022
Parameter Sharing in Budget-Aware Adapters for Multi-Domain Learning
Deep learning has achieved state-of-the-art performance on several compu...
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04/01/2021
Less is More: Accelerating Faster Neural Networks Straight from JPEG
Most image data available are often stored in a compressed format, from ...
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12/26/2020
Deep Learning Towards Edge Computing: Neural Networks Straight from Compressed Data
Due to the popularization and grow in computational power of mobile phon...
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12/26/2020