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CITATION.cff
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# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!
cff-version: 1.2.0
title: >-
Gymnasium: A Standard Interface for Reinforcement Learning
Environments
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Mark
family-names: Towers
email: mt5g17@soton.ac.uk
affiliation: University of Southampton & Farama Foundation
orcid: 'https://orcid.org/0000-0002-2609-2041'
- given-names: Ariel
family-names: Kwiatkowski
email: akwiatkowski@farama.org
affiliation: Farama Foundation
orcid: 'https://orcid.org/0000-0002-9391-9993'
- given-names: Jordan K
family-names: Terry
email: jkterry@farama.org
affiliation: Farama Foundation
orcid: 'https://orcid.org/0009-0006-4511-3756'
- given-names: John U.
family-names: Balis
email: balis@wisc.edu
affiliation: Independent Researcher
- given-names: Gianluca
name-particle: de
family-names: Cola
email: gianluca.deco@gmail.com
affiliation: Farama Foundation
- given-names: Tristan
family-names: Deleu
email: deleutri@mila.quebec
affiliation: 'Mila, Université de Montréal'
- given-names: Manuel
family-names: Goulão
email: manuel.silva.goulao@tecnico.ulisboa.pt
affiliation: NeuralShift
orcid: 'https://orcid.org/0000-0001-6478-2038'
- given-names: Andreas
family-names: Kallinteris
email: akallinteris@tuc.gr
affiliation: Technical University of Crete (TUC)
orcid: 'https://orcid.org/0000-0002-6223-2670'
- given-names: Markus
family-names: Krimmel
email: markus.krimmel@student.uni-tuebingen.de
affiliation: Independent Researcher
orcid: 'https://orcid.org/0009-0005-0159-1214'
- given-names: Arjun
email: kg.arjun@gmail.com
family-names: KG
affiliation: EarthBrain
- given-names: Rodrigo
family-names: Perez-Vicente
email: rperezvicente@farama.org
affiliation: Farama Foundation
- given-names: Andrea
family-names: Pierré
email: andrea_pierre@brown.edu
affiliation: Brown University
orcid: 'https://orcid.org/0000-0003-4501-5428'
- given-names: Sander
family-names: Schulhoff
email: sschulho@umd.edu
affiliation: University of Maryland
orcid: 'https://orcid.org/0009-0003-1904-0838'
- given-names: Jun Jet
family-names: Tai
email: taijunjet@hotmail.com
affiliation: Coventry University
- given-names: Hannah Jin Shen
family-names: Tan
email: andrew.jinshen@gmail.com
orcid: 'https://orcid.org/0009-0009-8772-5525'
affiliation: Independent Researcher
- given-names: Omar G.
family-names: Younis
email: omar.younis98@gmail.com
affiliation: University of Bologna
orcid: 'https://orcid.org/0009-0004-2783-7932'
identifiers:
- type: url
value: 'https://arxiv.org/abs/2407.17032'
repository-code: 'https://github.com/Farama-Foundation/Gymnasium'
url: 'https://gymnasium.farama.org/'
abstract: >-
Gymnasium is an open-source library providing an API for
reinforcement learning environments. Its main contribution
is a central abstraction for wide interoperability between
benchmark environments and training algorithms. Gymnasium
comes with various built-in environments and utilities to
simplify researchers’ work along with being supported by
most training libraries. This paper outlines the main
design decisions for Gymnasium, its key features, and the
differences to alternative APIs.
keywords:
- reinforcement learning
- machine learning
- artificial intelligence
- simulation
license: MIT