publications

2023

1. arXiv

   Planning to Go Out-of-Distribution in Offline-to-Online Reinforcement Learning

   Trevor McInroe, Stefano V. Albrecht, and Amos Storkey

   2023

   arXiv PDF
2. NeurIPS Spotlight

   Conditional Mutual Information for Disentangled Representations in Reinforcement Learning

   Mhairi Dunion, Trevor McInroe, Kevin Sebastian Luck, and 2 more authors

   In Conference on Neural Information Processing Systems (NeurIPS), 2023

   arXiv Bib PDF Code

   @inproceedings{cmid,
     title = {Conditional Mutual Information for Disentangled Representations in Reinforcement Learning},
     author = {Dunion, Mhairi and McInroe, Trevor and Luck, Kevin Sebastian and Hanna, Josiah and Albrecht, Stefano V.},
     booktitle = {Conference on Neural Information Processing Systems (NeurIPS)},
     year = {2023},
   }

3. ICLR

   Temporal Disentanglement of Representations for Improved Generalisation in Reinforcement Learning

   Mhairi Dunion, Trevor McInroe, Kevin Sebastian Luck, and 2 more authors

   In International Conference on Learning Representations (ICLR), 2023

   arXiv Bib PDF Code

   @inproceedings{ted,
     title = {Temporal Disentanglement of Representations for Improved Generalisation in Reinforcement Learning},
     author = {Dunion, Mhairi and McInroe, Trevor and Luck, Kevin Sebastian and Hanna, Josiah P. and Albrecht, Stefano V.},
     year = {2023},
     booktitle = {International Conference on Learning Representations (ICLR)},
   }

2022

1. aicomms

   Deep Reinforcement Learning for Multi-Agent Interaction

   Ibrahim H. Ahmed, Cillian Brewitt, Ignacio Carlucho, and 14 more authors

   AI Communications, Special Issue on Multi-Agent Systems Research in the UK, 2022

   arXiv Bib PDF

   @article{drl4mai,
     title = {Deep Reinforcement Learning for Multi-Agent Interaction},
     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.},
     journal = {AI Communications, Special Issue on Multi-Agent Systems Research in the UK},
     year = {2022},
   }