5 citations · 10 across the 3 of their papers we have counts for
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cs.LG2021★ 5 cited
Distributionally Robust Semi-Supervised Learning Over Graphs
Alireza Sadeghi, Meng Ma, Bingcong Li +1
Semi-supervised learning (SSL) over graph-structured data emerges in many network science applications. To efficiently manage learning over graphs, variants of graph neural network…
cs.LG2020★ 3 cited
Learning while Respecting Privacy and Robustness to Distributional Uncertainties and Adversarial Data
Alireza Sadeghi, Gang Wang, Meng Ma +1
Data used to train machine learning models can be adversarial--maliciously constructed by adversaries to fool the model. Challenge also arises by privacy, confidentiality, or due t…
cs.LG2019
On the Convergence of SARAH and Beyond
Bingcong Li, Meng Ma, Georgios B. Giannakis
The main theme of this work is a unifying algorithm, \textbf{L}oop\textbf{L}ess \textbf{S}ARAH (L2S) for problems formulated as summation of individual loss functions. L2S broa…