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Zeroth-order optimization on Smooth non-convex functions

-1Convergence Rate (CN)Ghadimi and Lan
-1.05-1.025-1-0.975May 10, 2026

Evaluation results

MethodLinks
Ghadimi and LanFully asynchronous=✗, Adversary resilience=✗, Technique=SGD2026.05-1—
Lian et al.Fully asynchronous=✓, Adversary resilience=✗, Technique=SGD2026.05-1—
Lian et al.Fully asynchronous=✓, Adversary resilience=✗, Technique=FDS-SGD2026.05-1—
Liu et al.Fully asynchronous=✗, Adversary resilience=✗, Technique=RDS-SignSGD2026.05-1—
Bhavsar and PrashanthFully asynchronous=✗, Adversary resilience=✗, Technique=SGD2026.05-1-1
Egger et al.Fully asynchronous=✗, Adversary resilience=✓, Technique=SGD2026.05-1—
FAR-SIGNFully asynchronous=✓, Adversary resilience=✓, Technique=FDS-SignSGD2026.05-1-1