mlsanityData to 7 Oct 2026

Point Convergence of Nesterov's Accelerated Gradient Method: An AI-Assisted Proof

arXiv 2510.23513 ↗First posted 27 Oct 2025math.OCcited by 10

Not on the map. Why?

Abstract (arXiv)

The Nesterov accelerated gradient method, introduced in 1983, has been a cornerstone of optimization theory and practice. Yet the question of its point convergence had remained open. In this work, we resolve this longstanding open problem in the affirmative. The discovery of the proof was heavily assisted by ChatGPT, a proprietary large language model, and we describe the process through which its assistance was elicited.

Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Oct 2025.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 9.

10 papers.