| 2026 | ESANN | Hybrid-AIRL: Enhancing Inverse Reinforcement Learning with Supervised Expert Guidance. | Bram Silue, Santiago Amaya-Corredor, Patrick Mannion, Lander Willem, Pieter Libin |
| 2024 | ECAI | A Meta-Learning Approach for Multi-Objective Reinforcement Learning in Sustainable Home Energy Management. | Junlin Lu, Patrick Mannion, Karl Mason |
| 2024 | ECAI | Learning in Multi-Objective Public Goods Games with Non-Linear Utilities. | Nicole Orzan, Erman Acar, Davide Grossi, Patrick Mannion, Roxana Radulescu |
| 2023 | AAAI | Know Your Enemy: Identifying Adversarial Behaviours in Deep Reinforcement Learning Agents (Student Abstract). | Sen Caulfield Curley, Karl Mason, Patrick Mannion |
| 2023 | ECAI | Go-Explore for Residential Energy Management. | Junlin Lu, Patrick Mannion, Karl Mason |
| 2023 | IJCAI | Distributional Multi-Objective Decision Making. | Willem Rpke, Conor F. Hayes, Patrick Mannion, Enda Howley, Ann Now, Diederik M. Roijers |
| 2015 | ANT | Parallel Reinforcement Learning for Traffic Signal Control. | Patrick Mannion, Jim Duggan, Enda Howley |