AI helps neurosurgery resident settle 22-year-old Crouzeix's conjecture in matrix analysis

IgorCarron · x · 2026-11-08

A 22-year-old problem in matrix analysis was solved in 2026: Shanmu Jin, a neurosurgery resident, used AI to help prove Crouzeix's conjecture — ‖p(A)‖₂ ≤ 2 max over the numerical range W(A) of |p(z)| — with the constant 2 shown to be optimal. Independent proofs followed, corroborating the result.

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