2 code implementations • 10 Apr 2024 • Zeno Woywood, Jasper I. Wiltfang, Julius Luy, Tobias Enders, Maximilian Schiffer
We study a sequential decision-making problem for a profit-maximizing operator of an Autonomous Mobility-on-Demand system.
1 code implementation • 15 Feb 2024 • Tobias Enders, James Harrison, Maximilian Schiffer
We study the robustness of deep reinforcement learning algorithms against distribution shifts within contextual multi-stage stochastic combinatorial optimization problems from the operations research domain.
1 code implementation • 14 Dec 2023 • Heiko Hoppe, Tobias Enders, Quentin Cappart, Maximilian Schiffer
We study vehicle dispatching in autonomous mobility on demand (AMoD) systems, where a central operator assigns vehicles to customer requests or rejects these with the aim of maximizing its total profit.
1 code implementation • 14 Dec 2022 • Tobias Enders, James Harrison, Marco Pavone, Maximilian Schiffer
We consider the sequential decision-making problem of making proactive request assignment and rejection decisions for a profit-maximizing operator of an autonomous mobility on demand system.