4 papers
FrameNet Semantic Role Classification by Analogy
Van-Duy Ngo, Stergos Afantenos, Emiliano Lorini +1
In this paper, we adopt a relational view of analogies applied to Semantic Role Classification in FrameNet. We define analogies as formal relations over the Cartesian product of fr…
Generalizing Analogical Inference from Boolean to Continuous Domains
Francisco Cunha, Yves Lepage, Miguel Couceiro +1
Analogical reasoning is a powerful inductive mechanism, widely used in human cognition and increasingly applied in artificial intelligence. Formal frameworks for analogical inferen…
Any four real numbers are on all fours with analogy
Yves Lepage, Miguel Couceiro
This work presents a formalization of analogy on numbers that relies on generalized means. It is motivated by recent advances in artificial intelligence and applications of machine…
On the Calibration of Epistemic Uncertainty: Principles, Paradoxes and Conflictual Loss
Mohammed Fellaji, Frédéric Pennerath, Brieuc Conan-Guez +1
The calibration of predictive distributions has been widely studied in deep learning, but the same cannot be said about the more specific epistemic uncertainty as produced by Deep…