Patrick Mannion — accepted AI-conference papers

2023

Distributional Multi-Objective Decision Making

Willem Röpke, Conor F. Hayes, Patrick Mannion, Enda Howley, Ann Nowé, Diederik M. Roijers

IJCAI 2023poster

For effective decision support in scenarios with conflicting objectives, sets of potentially optimal solutions can be presented to the decision maker. We explore both what policies these sets should contain and how such sets can be computed efficiently. With this in mind, we take a distributional ap…

Cited by 6 Source ↗PDF ↗code ↗Scholar ↗

2023

Know Your Enemy: Identifying Adversarial Behaviours in Deep Reinforcement Learning Agents (Student Abstract)

Seán Caulfield Curley, Karl Mason, Patrick Mannion

AAAI 2023technical

It has been shown that an agent can be trained with an adversarial policy which achieves high degrees of success against a state-of-the-art DRL victim despite taking unintuitive actions. This prompts the question: is this adversarial behaviour detectable through the observations of the victim alone?…

Cited by 0 Source ↗PDF ↗Scholar ↗