| 2025 | ECAI | Uncertainty-Aware Knowledge Transformers for Peer-to-Peer Energy Trading with Multi-Agent Reinforcement Learning. | Mian Ibad Ali Shah, Enda Barrett, Karl Mason |
| 2024 | ECAI | A Meta-Learning Approach for Multi-Objective Reinforcement Learning in Sustainable Home Energy Management. | Junlin Lu, Patrick Mannion, Karl Mason |
| 2024 | PAAMS | A Deep Reinforcement Learning Approach to Battery Management in Dairy Farming via Proximal Policy Optimization. | Nawazish Ali, Rachael Shaw, Karl Mason |
| 2024 | PAAMS | Optimal Solar PV Site Identification Using AutoEncoders and Clustering. | Smitesh Patil, Abdul Wahid, Karl Mason |
| 2024 | PAAMS | Reinforcement Learning Enabled Peer-to-Peer Energy Trading for Dairy Farms. | Mian Ibad Ali Shah, Enda Barrett, Karl Mason |
| 2024 | PAAMS | Optimizing Deep Reinforcement Learning for Adaptive Robotic Arm Control. | Jonaid Shianifar, Michael Schukat, Karl Mason |
| 2023 | AAAI | Know Your Enemy: Identifying Adversarial Behaviours in Deep Reinforcement Learning Agents (Student Abstract). | Sen Caulfield Curley, Karl Mason, Patrick Mannion |
| 2023 | ECAI | Reinforcement Learning for Battery Management in Dairy Farming. | Nawazish Ali, Abdul Wahid, Rachael Shaw, Karl Mason |
| 2023 | ECAI | An Overview of Artificial Intelligence for Electric Vehicle Energy Systems Integration. | Weiqi Hua, Daniel Mullen, Abdul Wahid, Khadija Sitabkhan, Karl Mason |
| 2023 | ECAI | Modelling Electricity Consumption in Irish Dairy Farms Using Agent-Based Modelling. | Hossein Khaleghy, Abdul Wahid, Eoghan Clifford, Karl Mason |
| 2023 | ECAI | Go-Explore for Residential Energy Management. | Junlin Lu, Patrick Mannion, Karl Mason |
| 2023 | ECAI | A Multi-agent Systems Approach for Peer-to-Peer Energy Trading in Dairy Farming. | Mian Ibad Ali Shah, Abdul Wahid, Enda Barrett, Karl Mason |
| 2021 | CEC | Building HVAC Control via Neural Networks and Natural Evolution Strategies. | Karl Mason, Santiago Grijalva |
| 2017 | GECCO | Neural network topology and weight optimization through neuro differential evolution. | Karl Mason, Jim Duggan, Enda Howley |
| 2017 | GECCO | Evolving multi-objective neural networks using differential evolution for dynamic economic emission dispatch. | Karl Mason, Jim Duggan, Enda Howley |