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View article: Multi-Agent Soft Actor-Critic with Coordinated Loss for Autonomous Mobility-on-Demand Fleet Control
Multi-Agent Soft Actor-Critic with Coordinated Loss for Autonomous Mobility-on-Demand Fleet Control Open
We study a sequential decision-making problem for a profit-maximizing operator of an autonomous mobility-on-demand system. Optimizing a central operator's vehicle-to-request dispatching policy requires efficient and effective fleet control…
View article: Strategic Workforce Planning in Crowdsourced Delivery with Hybrid Driver Fleets
Strategic Workforce Planning in Crowdsourced Delivery with Hybrid Driver Fleets Open
Nowadays, logistics service providers (LSPs) increasingly consider using a crowdsourced workforce on the last mile to fulfill customers' expectations regarding same-day or on-demand delivery at reduced costs. The crowdsourced workforce's a…
View article: Dynamic Neighborhood Construction for Structured Large Discrete Action Spaces
Dynamic Neighborhood Construction for Structured Large Discrete Action Spaces Open
Large discrete action spaces (LDAS) remain a central challenge in reinforcement learning. Existing solution approaches can handle unstructured LDAS with up to a few million actions. However, many real-world applications in logistics, produ…