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math.OC2026

Bilinear control of age--space structured populations

Jiguang Yu, Louis Shuo Wang, Ye Liang

We study constrained bilinear optimal control for nonlocal age--space structured population equations with renewal boundary conditions and endogenous surveillance feedback. The con…

math.OC2026

Nonsmooth Obstacles and Killed Resolvents in Reflected Stochastic Control

Louis Shuo Wang, Jiguang Yu

We study an infinite-horizon optimal stopping problem for a normally reflected two-dimensional diffusion in the quadrant with nonsmooth max-type payoff \(G(x_1,x_2)=x_1\veeαx_2\).…

math.OC2026

A Diagnostic Framework for Implementation Risk in Bilevel Decision Problems: The Ambiguity Premium and the Robustness--Efficiency Frontier

Jiguang Yu

Hierarchical decision problems are often modeled as bilevel programs in which a leader commits to a policy and a follower responds optimally. When the follower's optimal response i…

math.OC2026

Controlling the Swarm: Sparse Actuation and Collision Avoidance under Stochastic Delay

Jiguang Yu

Classical flocking models demonstrate how local interactions generate emergent order, but real-world multi-agent deployments are bound by severe constraints: limited actuator avail…

math.OC2026

Optimization Workshop Notes for Mathematical Programming with Equilibrium Constraints (MPECs): Second-Order Optimality Conditions

Jiguang Yu

In this workshop, we present a compact but rigorous introduction to second-order optimality conditions for mathematical programs with equilibrium constraints (MPECs). We start from…

math.OC2026

Optimization Workshop Notes for Mathematical Programming with Equilibrium Constraints (MPECs): Verification of MPEC Hypotheses

Jiguang Yu

In this workshop, we present a compact but rigorous introduction to the basic language of nonlinear programming, variational inequalities, and complementarity systems. The goal is…