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cs.LG2022
Detection and Mitigation of Byzantine Attacks in Distributed Training
Konstantinos Konstantinidis, Namrata Vaswani, Aditya Ramamoorthy
A plethora of modern machine learning tasks require the utilization of large-scale distributed clusters as a critical component of the training pipeline. However, abnormal Byzantin…
cs.LG2020★ 16 cited
Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data
Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy
In this work we study the problem of Subspace Tracking with missing data (ST-miss) and outliers (Robust ST-miss). We propose a novel algorithm, and provide a guarantee for both the…