collaborators

5 papers

math.OC2026

An Exact Algorithm for Mixed-Integer Bilevel Stochastic Problem

Tomás Lagos, Dmytro Matsypura

We study a class of mixed-integer bilevel stochastic programs where the leader commits to a first-stage decision before uncertainty is realized, and the follower solves a subsequen…

cs.DS2026

Designing Efficient and Reachable Routes: The -Step-Central Shortest Path Problem

Johnson Phosavanh, Dmytro Matsypura

Designing rapid transportation routes requires balancing efficiency and reachability. Shortest-path models ensure direct, cost-efficient routes but ignore coverage, while centralit…

cs.LG2026

Learning Shortest Paths When Data is Scarce

Dmytro Matsypura, Yu Pan, Hanzhao Wang

Digital twins and other simulators are increasingly used to support routing decisions in large-scale networks. However, simulator outputs often exhibit systematic bias, while groun…

cs.DS2025

Centrality of shortest paths: Algorithms and complexity results

Johnson Phosavanh, Dmytro Matsypura

The degree centrality of a node, defined as the number of nodes adjacent to it, is often used as a measure of importance of a node to the structure of a network. This metric can be…

cs.LG2025

Graph Pseudotime Analysis and Neural Stochastic Differential Equations for Analyzing Retinal Degeneration Dynamics and Beyond

Dai Shi, Kuan Yan, Lequan Lin +6

Understanding disease progression at the molecular pathway level usually requires capturing both structural dependencies between pathways and the temporal dynamics of disease evolu…