Not all neuro-symbolic concepts are created equal: Analysis and mitigation of reasoning shortcuts

E Marconato, S Teso, A Vergari… - Advances in Neural …, 2024 - proceedings.neurips.cc
Abstract Neuro-Symbolic (NeSy) predictive models hold the promise of improved
compliance with given constraints, systematic generalization, and interpretability, as they …

Disentangled Latent Spaces Facilitate Data-Driven Auxiliary Learning

G Skenderi, L Capogrosso, A Toaiari, M Denitto… - arXiv preprint arXiv …, 2023 - arxiv.org
In deep learning, auxiliary objectives are often used to facilitate learning in situations where
data is scarce, or the principal task is extremely complex. This idea is primarily inspired by …

Graphs, Geometry, and Learning Representations: Navigating the Non-Euclidean Landscape in Computer Vision and Beyond

G Skenderi - 2024 - iris.univr.it
Artificial Intelligence (AI) requires machines capable of learning and generalizing from data
without being explicitly programmed to do so, giving rise to the field of Machine Learning …