Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control

8 February 2023

Papers citing "Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control"

7 / 7 papers shown

Title
Optimization-Augmented Machine Learning for Vehicle Operations in Emergency Medical Services Maximiliane Rautenstrauß Maximilian Schiffer 36 0 0 14 Mar 2025
WardropNet: Traffic Flow Predictions via Equilibrium-Augmented Learning Kai Jungel Dario Paccagnan Axel Parmentier Maximilian Schiffer 28 1 0 09 Oct 2024
Dual Policy Reinforcement Learning for Real-time Rebalancing in Bike-sharing Systems Jiaqi Liang Defeng Liu Sanjay Dominik Jena Andrea Lodi Thibaut Vidal 40 0 0 02 Jun 2024
Multi-Agent Soft Actor-Critic with Global Loss for Autonomous Mobility-on-Demand Fleet Control Zeno Woywood Jasper I. Wiltfang Julius Luy Tobias Enders Maximilian Schiffer 29 2 0 10 Apr 2024
Global Rewards in Multi-Agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems Heiko Hoppe Tobias Enders Quentin Cappart Maximilian Schiffer 41 2 0 14 Dec 2023
Combinatorial Optimization enriched Machine Learning to solve the Dynamic Vehicle Routing Problem with Time Windows Léo Baty Kai Jungel P. Klein Axel Parmentier Maximilian Schiffer 13 28 0 03 Apr 2023
Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems Daniele Gammelli Kaidi Yang James Harrison Filipe Rodrigues Francisco Câmara Pereira Marco Pavone GNN 45 46 0 23 Apr 2021