activity
20182025
most citedInexact proximal methods for weakly convex functions

1 citations · 3 across the 14 of their papers we have counts for

collaborators

18 papers

math.OC2025

Characterizations of Variational Convexity and Tilt Stability via Quadratic Bundles

Pham Duy Khanh, Boris S. Mordukhovich, Vo Thanh Phat +1

In this paper, we establish characterizations of variational -convexity and tilt stability for prox-regular functions in the absence of subdifferential continuity via quadratic…

math.OC2024

Lipschitz Modulus of Convex Functions via Function Values

Pham Duy Khanh, Vu Vinh Huy Khoa, Vo Thanh Phat +1

In this note, we establish the Lipschitz continuity of finite-dimensional globally convex functions on all given balls and global Lipschitz continuity for eligible functions of tha…

math.FA2024

Relationships between Global and Local Monotonicity of Operators

Pham Duy Khanh, Vu Vinh Huy Khoa, Juan Enrique Martínez-Legaz +1

The paper is devoted to establishing relationships between global and local monotonicity, as well as their maximality versions, for single-valued and set-valued mappings between fi…

math.OC2024

Coderivative-Based Newton Methods in Structured Nonconvex and Nonsmooth Optimization

Pham Duy Khanh, Boris S. Mordukhovich, Vo Thanh Phat

This paper proposes and develops new Newton-type methods to solve structured nonconvex and nonsmooth optimization problems with justifying their fast local and global convergence b…

math.OC2024

Fundamental Convergence Analysis of Sharpness-Aware Minimization

Pham Duy Khanh, Hoang-Chau Luong, Boris S. Mordukhovich +1

The paper investigates the fundamental convergence properties of Sharpness-Aware Minimization (SAM), a recently proposed gradient-based optimization method [Foret et al., 2021] tha…

math.OC2023

Second-Order Subdifferential Optimality Conditions in Nonsmooth Optimization

Pham Duy Khanh, Vu Vinh Huy Khoa, Boris S. Mordukhovich +1

The paper is devoted to deriving novel second-order necessary and sufficient optimality conditions for local minimizers in rather general classes of nonsmooth unconstrained and con…