2 papers
math.OC2025
An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition
Qihang Lin, Negar Soheili, Runchao Ma +1
Recent efforts to accelerate first-order methods have focused on convex optimization problems that satisfy a geometric property known as error-bound condition, which covers a broad…
math.OC2024
Deterministic and Stochastic Accelerated Gradient Method for Convex Semi-Infinite Optimization
Yao Yao, Qihang Lin, Tianbao Yang
This paper explores numerical methods for solving a convex differentiable semi-infinite program. We introduce a primal-dual gradient method which performs three updates iteratively…