Graph Meta-Reinforcement Learning for Transferable Autonomous Mobility-on-Demand

Author:

Gammelli Daniele1,Yang Kaidi2,Harrison James3,Rodrigues Filipe4,Pereira Francisco4,Pavone Marco2

Affiliation:

1. Technical University of Denmark, Kgs. Lyngby, Denmark

2. Stanford University, Stanford, CA, USA

3. Google Research, Brain Team, San Francisco, CA, USA

4. Technical University of Denmark, Kgs. Lyngby , Denmark

Funder

National Science Foundation

NTT Docomo Inc.

Swiss National Science Foundation

Publisher

ACM

Reference43 articles.

1. UN Dep. Econ. Soc. Aff. 68% of the world population projected to live in urban areas by 2050 2021. Available at https://www.un.org/development/desa/en/news/ population/2018-revision-of-world-urbanization-prospects.html. UN Dep. Econ. Soc. Aff. 68% of the world population projected to live in urban areas by 2050 2021. Available at https://www.un.org/development/desa/en/news/ population/2018-revision-of-world-urbanization-prospects.html.

2. OECD. The cost of air pollution - health impacts of road transport. Technical report , Organisation for Economic Co-operation and Development (OECD) , 2014 . OECD. The cost of air pollution - health impacts of road transport. Technical report, Organisation for Economic Co-operation and Development (OECD), 2014.

3. N. D. Chan and S. A. Shaheen . Ridesharing in north america: Past, present, and future. Transport reviews , 2012 . N. D. Chan and S. A. Shaheen. Ridesharing in north america: Past, present, and future. Transport reviews, 2012.

4. Impacts of Automated Mobility-on-Demand on traffic dynamics, energy and emissions: A case study of Singapore

5. K. Yang , M. Tsao , X. Xu , and M. Pavone . Real-time control of mixed fleets in mobility-on-demand systems . In Proc. IEEE Int. Conf. on Intelligent Transportation Systems, 2021 . Extended Version, Available at https://arxiv.org/abs/ 2008 .08131. K. Yang, M. Tsao, X. Xu, and M. Pavone. Real-time control of mixed fleets in mobility-on-demand systems. In Proc. IEEE Int. Conf. on Intelligent Transportation Systems, 2021. Extended Version, Available at https://arxiv.org/abs/2008.08131.

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