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Federated Learning of Generative Image Priors for MRI Reconstruction



Gokberk Elmas , Salman UH Dar , Yilmaz Korkmaz , Emir Ceyani , Burak Susam , Muzaffer Özbey , Salman Avestimehr , Tolga Çukur

* To be submitted to IEEE TMI Special Issue on Federated Learning for Medical Imaging 

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SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks



Chaoyang He , Emir Ceyani , Keshav Balasubramanian , Murali Annavaram , Salman Avestimehr

* Three co-1st authors have equal contribution (alphabetical order) 

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FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks



Chaoyang He , Keshav Balasubramanian , Emir Ceyani , Yu Rong , Peilin Zhao , Junzhou Huang , Murali Annavaram , Salman Avestimehr

* The first three authors contribute equally. Our shorter versions are accepted to ICLR 2021 Workshop on Distributed and Private Machine Learning(DPML) and MLSys 2021 GNNSys Workshop on Graph Neural Networks and Systems 

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