Transient Amplification in Cascaded Gradient Methods: Exact Minimax Laws and Tracking without Resonance

arXiv:2606.04031 · cs.LG, math.OC, stat.ML · Submitted 2026-06-01 · Read on arXiv

cs.LG, math.OC, stat.ML

Submitted: 2026-06-01

Updated: 2026-10-23

Terminology

• Bilevel Optimization — 1× in this paper · explained in 2 episodes
• Scaling Laws — 1× in this paper · explained in 4 episodes

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