208 citations · 299 across the 14 of their papers we have counts for
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cs.LG2023
Contractive error feedback for gradient compression
Bingcong Li, Shuai Zheng, Parameswaran Raman +2
On-device memory concerns in distributed deep learning have become severe due to (i) the growth of model size in multi-GPU training, and (ii) the wide adoption of deep neural netwo…
cs.LG2023★ 1 cited
Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on Convergence
Shu Zheng, Tiandi Ye, Xiang Li +1
Federated learning (FL) on heterogeneous data (non-IID data) has recently received great attention. Most existing methods focus on studying the convergence guarantees for the globa…