3 papers
cs.HC2025
An Active Inference Model of Mouse Point-and-Click Behaviour
Markus Klar, Sebastian Stein, Fraser Paterson +2
We explore the use of Active Inference (AIF) as a computational user model for spatial pointing, a key problem in Human-Computer Interaction (HCI). We present an AIF agent with con…
cs.LG2025
Improving Controller Generalization with Dimensionless Markov Decision Processes
Valentin Charvet, Sebastian Stein, Roderick Murray-Smith
Controllers trained with Reinforcement Learning tend to be very specialized and thus generalize poorly when their testing environment differs from their training one. We propose a…
cs.HC2024
Active Inference and Human--Computer Interaction
Roderick Murray-Smith, John H. Williamson, Sebastian Stein
Active Inference is a closed-loop computational theoretical basis for understanding behaviour, based on agents with internal probabilistic generative models that encode their belie…