27 citations · 50 across the 13 of their papers we have counts for
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cs.LG2022★ 2 cited
A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality
Xuhui Zhang, Jose Blanchet, Soumyadip Ghosh +1
We study the problem of transfer learning, observing that previous efforts to understand its information-theoretic limits do not fully exploit the geometric structure of the source…
cs.LG2021★ 8 cited
EventGraD: Event-Triggered Communication in Parallel Machine Learning
Soumyadip Ghosh, Bernardo Aquino, Vijay Gupta
Communication in parallel systems imposes significant overhead which often turns out to be a bottleneck in parallel machine learning. To relieve some of this overhead, in this pape…