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Towards Sparsified Federated Neuroimaging Models via Weight Pruning

Dimitris Stripelis, Umang Gupta, Nikhil Dhinagar, Greg Ver Steeg, Paul M. Thompson, José Luis Ambite. Towards Sparsified Federated Neuroimaging Models via Weight Pruning. In Shadi Albarqouni, Spyridon Bakas, Sophia Bano, M. Jorge Cardoso, Bishesh Khanal, Bennett A. Landman, Xiaoxiao Li, Chen Qin, Islem Rekik, Nicola Rieke, Holger Roth, Debdoot Sheet, Daguang Xu, editors, Distributed, Collaborative, and Federated Learning, and Affordable AI and Healthcare for Resource Diverse Global Health - Third MICCAI Workshop, DeCaF 2022, and Second MICCAI Workshop, FAIR 2022, Held in Conjunction with MICCAI 2022, Singapore, September 18 and 22, 2022, Proceedings. Volume 13573 of Lecture Notes in Computer Science, pages 141-151, Springer, 2022. [doi]

Authors

Dimitris Stripelis

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Umang Gupta

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Nikhil Dhinagar

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Greg Ver Steeg

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Paul M. Thompson

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José Luis Ambite

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