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cs.LG2024
Mean Aggregator is More Robust than Robust Aggregators under Label Poisoning Attacks on Distributed Heterogeneous Data
Jie Peng, Weiyu Li, Stefan Vlaski +1
Robustness to malicious attacks is of paramount importance for distributed learning. Existing works usually consider the classical Byzantine attacks model, which assumes that some…
math.OC2024
Towards Scalable Semidefinite Programming: Optimal Metric ADMM with A Worst-case Performance Guarantee
Yifan Ran, Stefan Vlaski, Wei Dai
Despite the numerous uses of semidefinite programming (SDP) and its universal solvability via interior point methods (IPMs), it is rarely applied to practical large-scale problems.…