3 papers
cs.IT2026
Integrated Information in the Active Inference Framework
Carlotta Langer, Jesse van Oostrum, Nihat Ay
The active inference framework provides a principled approach to modeling sentient behavior. In this framework perception and action selection are treated in a unified way. The res…
cs.LG2025
A Concise Mathematical Description of Active Inference in Discrete Time
Jesse van Oostrum, Carlotta Langer, Nihat Ay
In this paper we present a concise mathematical description of active inference in discrete time. The main part of the paper serves as a basic introduction to the topic, including…
cs.LG2024
Analyzing Multimodal Integration in the Variational Autoencoder from an Information-Theoretic Perspective
Carlotta Langer, Yasmin Kim Georgie, Ilja Porohovoj +2
Human perception is inherently multimodal. We integrate, for instance, visual, proprioceptive and tactile information into one experience. Hence, multimodal learning is of importan…