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Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning


Apr 09, 2022
Daniel Becking, Heiner Kirchhoffer, Gerhard Tech, Paul Haase, Karsten Müller, Heiko Schwarz, Wojciech Samek

* CVPR 2022 FedVision Workshop (CVPRW), 12 pages, 5 figures, 2 tables, supplementary material 

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DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks


Jul 27, 2019
Simon Wiedemann, Heiner Kirchoffer, Stefan Matlage, Paul Haase, Arturo Marban, Talmaj Marinc, David Neumann, Tung Nguyen, Ahmed Osman, Detlev Marpe, Heiko Schwarz, Thomas Wiegand, Wojciech Samek


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DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression


May 15, 2019
Simon Wiedemann, Heiner Kirchhoffer, Stefan Matlage, Paul Haase, Arturo Marban, Talmaj Marinc, David Neumann, Ahmed Osman, Detlev Marpe, Heiko Schwarz, Thomas Wiegand, Wojciech Samek

* ICML 2019, Joint Workshop on On-Device Machine Learning and Compact Deep Neural Network Representations (ODML-CDNNR) 

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