3 citations · 3 across the 2 of their papers we have counts for
3 papers
math.OC2026
Annealed Sinkhorn with Momentum: Certified Unregularized Optimal Transport in Linear Memory
Samuel J. K. Chin, Maximilian Schiffer
We characterize Bregman Douglas-Rachford splitting (BDRS) for unregularized discrete optimal transport and develop an anytime primal-dual certificate in linear memory. We first est…
cs.LG2026
Neural Cluster First, Route Second: Capacitated Vehicle Routing via Differentiable Optimal Transport
Samuel J. K. Chin, Maximilian Schiffer
The Capacitated Vehicle Routing Problem (CVRP) underpins modern last-mile logistics, where routing decisions recur over the same fixed service area, like a city. In this setting, r…
cs.LG2024★ 3 cited
Learning to Deliver: a Foundation Model for the Montreal Capacitated Vehicle Routing Problem
Samuel J. K. Chin, Matthias Winkenbach, Akash Srivastava
In this paper, we present the Foundation Model for the Montreal Capacitated Vehicle Routing Problem (FM-MCVRP), a novel Deep Learning (DL) model that approximates high-quality solu…