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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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Samuel-Garcin Trevor-McInroe

2025

Samuel Garcin, Trevor McInroe, Pablo Samuel Castro, Christopher G. Lucas, David Abel, Prakash Panangaden, Stefano V. Albrecht
Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning
International Conference on Learning Representations, 2025
Abstract | BibTex | Paper | Code
ICLR deep-rl generalisation

@inproceedings{garcin2025acrep,
   title={Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning},
   author={Samuel Garcin and Trevor McInroe and Pablo Samuel Castro and Christopher G. Lucas and David Abel and Prakash Panangaden and Stefano V. Albrecht},
   booktitle={13th International Conference on Learning Representations},
   year={2025}
}

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}
}