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06/09/2022
NNTrainer: Light-Weight On-Device Training Framework
Modern consumer electronic devices have adopted deep learning-based inte...
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01/16/2021
NNStreamer: Efficient and Agile Development of On-Device AI Systems
We propose NNStreamer, a software system that handles neural networks as...
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05/24/2019
Structured Compression by Unstructured Pruning for Sparse Quantized Neural Networks
Model compression techniques, such as pruning and quantization, are beco...
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05/14/2019
Network Pruning for Low-Rank Binary Indexing
Pruning is an efficient model compression technique to remove redundancy...
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10/30/2018
DeepTwist: Learning Model Compression via Occasional Weight Distortion
Model compression has been introduced to reduce the required hardware re...
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02/03/2017