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Stochastic Optimization on Non-convex (NC) Optimization

2Convergence RateTuned SGD
1.91.9522.05Apr 18, 2026

Evaluation results

MethodLinks
Tuned SGDFreeness (L_ℓ)=✗, Freeness (F_ℓ)=✗, Freeness (∆_ℓ)=✗2026.042
Attia & Koren (2024, Theorem 1)Freeness (L_ℓ)=✓✗, Freeness (F_ℓ)=✓✗, Freeness (∆_ℓ)=✓✗2026.042
Ours [Theorem 2]Freeness (L_ℓ)=✓, Freeness (F_ℓ)=✓, Freeness (∆_ℓ)=✓2026.042