Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility
on Demand Systems

Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems

14 December 2022

Maximilian Schiffer

Papers citing "Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems"

14 / 14 papers shown

Title
Learning Closed-Loop Parametric Nash Equilibria of Multi-Agent Collaborative Field Coverage Jushan Chen Santiago Paternain 50 0 0 14 Mar 2025
Coordinating Ride-Pooling with Public Transit using Reward-Guided Conservative Q-Learning: An Offline Training and Online Fine-Tuning Reinforcement Learning Framework Yulong Hu Tingting Dong Sen Li OffRL OnRL 59 0 0 24 Jan 2025
CoDriveVLM: VLM-Enhanced Urban Cooperative Dispatching and Motion Planning for Future Autonomous Mobility on Demand Systems Haichao Liu Ruoyu Yao Wenru Liu Zhenmin Huang Shaojie Shen Jun Ma 42 2 0 10 Jan 2025
LMMCoDrive: Cooperative Driving with Large Multimodal Model Haichao Liu Ruoyu Yao Zhenmin Huang Shaojie Shen Jun Ma 28 3 0 18 Sep 2024
Stochastic Q-learning for Large Discrete Action Spaces Fares Fourati Vaneet Aggarwal Mohamed-Slim Alouini OffRL 39 2 0 16 May 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 27 2 0 10 Apr 2024
Risk-Sensitive Soft Actor-Critic for Robust Deep Reinforcement Learning under Distribution Shifts Tobias Enders James Harrison Maximilian Schiffer OOD 49 3 0 15 Feb 2024
Global Rewards in Multi-Agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems Heiko Hoppe Tobias Enders Quentin Cappart Maximilian Schiffer 39 2 0 14 Dec 2023
Approximate Multiagent Reinforcement Learning for On-Demand Urban Mobility Problem on a Large Map (extended version) Daniel Garces Sushmita Bhattacharya Dimitri Bertsekas Stephanie Gil 17 2 0 02 Nov 2023
Surge Routing: Event-informed Multiagent Reinforcement Learning for Autonomous Rideshare Daniel Garces Stephanie Gil AI4TS 21 2 0 05 Jul 2023
Dynamic Neighborhood Construction for Structured Large Discrete Action Spaces F. Akkerman Julius Luy W. V. Heeswijk Maximilian Schiffer 31 1 0 31 May 2023
Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control Kai Jungel Axel Parmentier Maximilian Schiffer Thibaut Vidal 18 11 0 08 Feb 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
Soft Actor-Critic for Discrete Action Settings Petros Christodoulou OffRL 104 292 0 16 Oct 2019