Author name: Kosmas Pinitas, Ilias Maglogiannis

Beyond the Mean: Modelling Annotation Distributions in Continuous Affect Prediction

Kosmas Pinitas, Ilias Maglogiannis / April 9, 2026

arXiv:2604.07198v1 Announce Type: new
Abstract: Emotion annotation is inherently subjective and cognitively demanding, producing signals that reflect diverse perceptions across annotators rather than a single ground truth. In continuous affect predict…

cs.CL, cs.ET

LaScA: Language-Conditioned Scalable Modelling of Affective Dynamics

Kosmas Pinitas, Ilias Maglogiannis / April 9, 2026

arXiv:2604.07193v1 Announce Type: new
Abstract: Predicting affect in unconstrained environments remains a fundamental challenge in human-centered AI. While deep neural embeddings dominate contemporary approaches, they often lack interpretability and l…