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survey deep-rl multi-agent-rl agent-modelling ad-hoc-teamwork autonomous-driving goal-recognition explainable-ai causal generalisation security emergent-communication iterated-learning intrinsic-reward simulator state-estimation deep-learning transfer-learning

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Stefano-V.-Albrecht Shangmin-Guo multi-agent-rl

2022

Ibrahim H. Ahmed, Cillian Brewitt, Ignacio Carlucho, Filippos Christianos, Mhairi Dunion, Elliot Fosong, Samuel Garcin, Shangmin Guo, Balint Gyevnar, Trevor McInroe, Georgios Papoudakis, Arrasy Rahman, Lukas Schäfer, Massimiliano Tamborski, Giuseppe Vecchio, Cheng Wang, Stefano V. Albrecht
Deep Reinforcement Learning for Multi-Agent Interaction
AI Communications, 2022
Abstract | BibTex | arXiv | Publisher
AIC survey deep-rl multi-agent-rl ad-hoc-teamwork agent-modelling goal-recognition security explainable-ai autonomous-driving

@article{albrecht2022aic,
   author = {Ahmed, Ibrahim H. and Brewitt, Cillian and Carlucho, Ignacio and Christianos, Filippos and Dunion, Mhairi and Fosong, Elliot and Garcin, Samuel and Guo, Shangmin and Gyevnar, Balint and McInroe, Trevor and Papoudakis, Georgios and Rahman, Arrasy and Schäfer, Lukas and Tamborski, Massimiliano and Vecchio, Giuseppe and Wang, Cheng and Albrecht, Stefano V.},
   title = {Deep Reinforcement Learning for Multi-Agent Interaction},
   journal = {AI Communications, Special Issue on Multi-Agent Systems Research in the UK},
   year = {2022}
}

Shangmin Guo, Yi Ren, Kory Mathewson, Simon Kirby, Stefano V. Albrecht, Kenny Smith
Expressivity of Emergent Languages is a Trade-off between Contextual Complexity and Unpredictability
International Conference on Learning Representations, 2022
Abstract | BibTex | arXiv | Code
ICLR multi-agent-rl emergent-communication

@inproceedings{guo2022expressivity,
   title={Expressivity of Emergent Languages is a Trade-off between Contextual Complexity and Unpredictability},
   author={Shangmin Guo and Yi Ren and Kory Mathewson and Simon Kirby and Stefano V. Albrecht and Kenny Smith},
   booktitle={International Conference on Learning Representations (ICLR)},
   year={2022}
}

2021

Shangmin Guo, Yi Ren, Kory Mathewson, Simon Kirby, Stefano V. Albrecht, Kenny Smith
Expressivity of Emergent Language is a Trade-off between Contextual Complexity and Unpredictability
arXiv:2106.03982, 2021
Abstract | BibTex | arXiv
multi-agent-rl emergent-communication

@misc{guo2021expressivity,
   title={Expressivity of Emergent Language is a Trade-off between Contextual Complexity and Unpredictability},
   author={Shangmin Guo and Yi Ren and Kory Mathewson and Simon Kirby and Stefano V. Albrecht and Kenny Smith},
   year={2021},
   eprint={2106.03982},
   archivePrefix={arXiv},
   primaryClass={cs.CL}
}