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Coded Computing for Low-Latency Federated Learning over Wireless Edge Networks


Nov 12, 2020
Saurav Prakash, Sagar Dhakal, Mustafa Akdeniz, Yair Yona, Shilpa Talwar, Salman Avestimehr, Nageen Himayat

* Final version to appear in the first issue of the IEEE JSAC Series on Machine Learning for Communications and Networks 

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Coded Computing for Federated Learning at the Edge


Jul 14, 2020
Saurav Prakash, Sagar Dhakal, Mustafa Akdeniz, A. Salman Avestimehr, Nageen Himayat

* Work accepted for presentation at the International Workshop on Federated Learning for User Privacy and Data Confidentiality, in Conjunction with ICML 2020 (FL-ICML'20). This work was part of Saurav Prakash's internship projects at Intel 

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Coded Federated Learning


Feb 21, 2020
Sagar Dhakal, Saurav Prakash, Yair Yona, Shilpa Talwar, Nageen Himayat

* Presented at the Wireless Edge Intelligence Workshop, IEEE GLOBECOM 2019 

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A Pre-defined Sparse Kernel Based Convolution for Deep CNNs


Oct 16, 2019
Souvik Kundu, Saurav Prakash, Haleh Akrami, Peter A. Beerel, Keith M. Chugg

* 8 pages, 12 figures, Computer vision 

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A Pre-defined Sparse Kernel Based Convolutionfor Deep CNNs


Oct 02, 2019
Souvik Kundu, Saurav Prakash, Haleh Akrami, Peter A. Beerel, Keith M. Chugg

* 8 pages, 12 figures, Computer vision 

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CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning


Feb 06, 2019
Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani, Amir Salman Avestimehr


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