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mathematics · optimization

Point convergence of Nesterov accelerated gradient

Establishing pointwise convergence behavior for Nesterov's accelerated gradient method under the studied convex optimization conditions.

The record documents a human-AI collaboration in which the model suggested a useful restructuring and the human authors corrected errors and completed the proof.

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01
Jul 22, 2025 · casePoint convergence of Nesterov accelerated gradient

GPT-5 suggested a useful restructuring during a multi-session collaboration; Ernest Ryu recognized the key structure, corrected errors, and developed the complete proof with Uijeong Jang.

Complete resultExpert-reviewed evidence