Reward Function Design for Crowd Simulation via Reinforcement Learning

Author:

Kwiatkowski Ariel1ORCID,Kalogeiton Vicky1ORCID,Pettré Julien2ORCID,Cani Marie-Paule1ORCID

Affiliation:

1. École Polytechnique, France

2. INRIA, France

Funder

Horizon 2020 Framework Programme

Publisher

ACM

Reference27 articles.

1. Apprenticeship learning via inverse reinforcement learning

2. Going Through, Going Around: A Study on Individual Avoidance of Groups

3. William Fedus , Carles Gelada , Yoshua Bengio , Marc  G. Bellemare , and Hugo Larochelle . 2019. Hyperbolic Discounting and Learning over Multiple Horizons. arXiv:1902.06865 [cs, stat] (Feb . 2019 ). arXiv:1902.06865. William Fedus, Carles Gelada, Yoshua Bengio, Marc G. Bellemare, and Hugo Larochelle. 2019. Hyperbolic Discounting and Learning over Multiple Horizons. arXiv:1902.06865 [cs, stat] (Feb. 2019). arXiv:1902.06865.

4. Stephen  J. Guy , Jatin Chhugani , Sean Curtis , Pradeep Dubey , Ming Lin , and Dinesh Manocha . 2010 . PLEdestrians: A Least-Effort Approach to Crowd Simulation . Eurographics/ ACM SIGGRAPH Symposium on Computer Animation (2010), 10 pages. https://doi.org/10.2312/SCA/SCA10/119-128 Artwork Size: 10 pages ISBN: 9783905674279 Publisher: The Eurographics Association. 10.2312/SCA Stephen J. Guy, Jatin Chhugani, Sean Curtis, Pradeep Dubey, Ming Lin, and Dinesh Manocha. 2010. PLEdestrians: A Least-Effort Approach to Crowd Simulation. Eurographics/ ACM SIGGRAPH Symposium on Computer Animation (2010), 10 pages. https://doi.org/10.2312/SCA/SCA10/119-128 Artwork Size: 10 pages ISBN: 9783905674279 Publisher: The Eurographics Association.

5. Kaidong Hu , Michael Brandon Haworth , Glen Berseth , Vladimir Pavlovic , Petros Faloutsos , and Mubbasir Kapadia . 2022. Heterogeneous Crowd Simulation using Parametric Reinforcement Learning . IEEE Transactions on Visualization and Computer Graphics ( 2022 ), 1–1. https://doi.org/10.1109/TVCG.2021.3139031 10.1109/TVCG.2021.3139031 Kaidong Hu, Michael Brandon Haworth, Glen Berseth, Vladimir Pavlovic, Petros Faloutsos, and Mubbasir Kapadia. 2022. Heterogeneous Crowd Simulation using Parametric Reinforcement Learning. IEEE Transactions on Visualization and Computer Graphics (2022), 1–1. https://doi.org/10.1109/TVCG.2021.3139031

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