MetaMARL
Copyright 2025–2026 Nadine (Mohamed) Abdelghani and other applicable copyright holders.

MetaMARL is a research software framework for developing, evaluating, and optimizing mechanisms in multi-agent dynamical systems.

**Principal author and developer**
Nadine (Mohamed) Abdelghani

**Scientific contributors and authors**
- Nadine Mohamed
- Guillaume Dumas
- Elise Devoie
- Benjamin Rosman
- Christof Brandtner
- Rémy Ramadour

**Research affiliations**
The project was developed in affiliation with:
- PPSP Lab, under the direction of Prof. Guillaume Dumas
- Mila – Quebec AI Institute
- Université de Montréal

**Funding**
This research received funding from CIFAR.

**Attribution**
Redistributions of this software and derivative works must preserve the applicable copyright and attribution notices in accordance with Apache License 2.0.

Scientific users are requested to cite MetaMARL and acknowledge its authors using the repository's CITATION.cff file.

The institutional affiliations and funding acknowledgements do not imply endorsement of derivative works by the named organizations.