New adaptive algorithms achieve convergence ~O(1/√T + √σ̄/T^{1/4}) for hierarchical optimization without preset noise bounds, performing well in high noise. Read more: https://getnews.me/adaptive-algorithms-offer-sharp-convergence-for-hierarchical-opt/ #hierarchicaloptimization #adaptivealgorithms