The Road Network Domain and other congestion problems used in the paper Analysing Congestion Problems in Multi-agent Reinforcement Learning.
If you used the RND environment for your experiments or found it helpful, consider citing the following papers:
AAMAS 2017 extended abstract:
@inproceedings{radulescu2017analysingabstract, title={Analysing congestion problems in multi-agent reinforcement learning}, author={R{\u{a}}dulescu, Roxana and Vrancx, Peter and Now{\'e}, Ann}, booktitle={Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems}, pages={1705--1707}, year={2017}, organization={International Foundation for Autonomous Agents and Multiagent Systems} }
ALA 2017 full paper:
@inproceedings{radulescu2017analysing, title={Analysing congestion problems in multi-agent reinforcement learning}, author={R{\u{a}}dulescu, Roxana and Vrancx, Peter and Now{\'e}, Ann}, booktitle={Proceedings of the Adaptive Learning Agents (ALA) Workshop at AAMAS 2017}, year={2017} }