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researcher

Samuel J. K. Chin

2 papers hereh-index 11 citations2 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedLearning to Deliver: a Foundation Model for the Montreal Capacitated Vehicle Routing Problem

3 citations · 3 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2026

Neural Cluster First, Route Second: One-Shot Capacitated Vehicle Routing via Differentiable Optimal Transport

Samuel J. K. Chin, Maximilian Schiffer

The Capacitated Vehicle Routing Problem (CVRP) underpins modern last-mile logistics. Current Neural Combinatorial Optimization (NCO) methods construct CVRP solutions autoregressive…

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…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.