Jul 23, 2019 · We propose a method based on Bayesian optimization to perform adaptive compression/pruning of the network and show its effectiveness in lifelong ...
Jul 23, 2019 · Our method learns to perform heavy pruning for small and/or simple datasets while using milder compression rates for large and/or complex data.
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Jul 23, 2019 · We propose a method based on Bayesian optimization to perform adaptive compression/pruning of the network and show its effectiveness in lifelong ...
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We propose a method based on Bayesian optimization to perform adaptive compression/pruning of the network and show its effectiveness in lifelong learning. Our ...
Bibliographic details on Adaptive Compression-based Lifelong Learning.
Adaptive compression-based lifelong learning. Author: Srivastava, Shinvangi. Berman, Maxim ; Blaschko, Matthew ; Tuia, Devis. Keywords: PSI_4451, PSI_VISICS ...
Adaptive Compression-based Lifelong Learning, Shivangi Srivastava, Maxim Berman, Matthew B. Blaschko, Devis Tuia, BMVC 2019 spotlight; MultiGrain: a unified ...
Co-authors ; Adaptive compression-based lifelong learning. S Srivastava, M Berman, MB Blaschko, D Tuia. arXiv preprint arXiv:1907.09695, 2019. 15, 2019 ; Function ...
We show how to use discrete auto-encoders to effectively address this challenge and introduce Adaptive Quantization. Modules (AQM) to control variation in the ...
@inproceedings{Srivastava2019a, title={Adaptive Compression-based Lifelong Learning}, author={Srivastava, S. and Berman, M and Blaschko, M. B. and Tuia, D ...