36 citations · 63 across the 12 of their papers we have counts for
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cs.NI2021
Efficient and Reliable Overlay Networks for Decentralized Federated Learning
Yifan Hua, Kevin Miller, Andrea L. Bertozzi +2
We propose near-optimal overlay networks based on -regular expander graphs to accelerate decentralized federated learning (DFL) and improve its generalization. In DFL a massive…
stat.ML2021★ 8 cited
Model-Change Active Learning in Graph-Based Semi-Supervised Learning
Kevin Miller, Andrea L. Bertozzi
Active learning in semi-supervised classification involves introducing additional labels for unlabelled data to improve the accuracy of the underlying classifier. A challenge is to…