most citedDon't Forget Your Teacher: A Corrective Reinforcement Learning Framework

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cs.AI2020

Simultaneous Decision Making for Stochastic Multi-echelon Inventory Optimization with Deep Neural Networks as Decision Makers

Mohammad Pirhooshyaran, Lawrence V. Snyder

We propose a framework that uses deep neural networks (DNN) to optimize inventory decisions in complex multi-echelon supply chains. We first introduce pairwise modeling of general…

cs.AI2019

C. H. Robinson Uses Heuristics to Solve Rich Vehicle Routing Problems

Ehsan Khodabandeh, Lawrence V. Snyder, John Dennis +2

We consider a wide family of vehicle routing problem variants with many complex and practical constraints, known as rich vehicle routing problems, which are faced on a daily basis…