Items where authors include "Loftin, R."

Proceedings Paper

Loftin, R. orcid.org/0000-0001-9888-178X, Bandyopadhyay, S. and Çelikok, M.M. (2024) On the complexity of learning to cooperate in populations of socially rational agents. In: Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems. 24th International Conference on Autonomous Agents and Multiagent Systems, 19-23 May 2025, Detroit, Michigan, USA. International Foundation for Autonomous Agents and Multiagent Systems (AAMAS) . (In Press)

Loftin, R., Çelikok, M.M., van Hoof, H. et al. (2 more authors) (2024) Uncoupled learning of differential Stackelberg equilibria with commitments. In: Proceedings of AAMAS-2024. The 23rd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2024), 06-10 May 2024, Auckland, New Zealand. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS) , pp. 1265-1273. ISBN 978-1-4007-0486-4

Loftin, R. and Oliehoek, F.A. (2022) On the impossibility of learning to cooperate with adaptive partner strategies in repeated games. In: Proceedings of the 39th International Conference on Machine Learning. 39th International Conference on Machine Learning, 17-23 Jul 2022, Baltimore, MD, USA. Proceedings of Machine Learning Research, 162 . ML Research Press , pp. 14197-14209.

Loftin, R., Saha, A., Devlin, S. et al. (1 more author) (2021) Strategically efficient exploration in competitive multi-agent reinforcement learning. In: Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence (UAI 2021). 37th Conference on Uncertainty in Artificial Intelligence, 27-30 Jul 2021, Online. Proceedings of Machine Learning Research, 161 . ML Research Press , pp. 1587-1596.

Ciosek, K., Vuong, Q., Loftin, R. et al. (1 more author) (2020) Better exploration with optimistic actor-critic. In: Wallach, H., Larochelle, H., Beygelzimer, A., d'Alché-Buc, F. and Garnett, R., (eds.) Advances in Neural Information Processing Systems (NeurIPS 2019). 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), 08-14 Dec 2019, Vancouver, Canada. Neural Information Processing Systems Foundation, Inc. (NeurIPS) . ISBN 9781713807933