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08/23/2023
Relational Concept Based Models
The design of interpretable deep learning models working in relational d...
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04/27/2023
Categorical Foundations of Explainable AI
Explainable AI (XAI) aims to address the human need for safe and reliabl...
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04/27/2023
Interpretable Neural-Symbolic Concept Reasoning
Deep learning methods are highly accurate, yet their opaque decision pro...
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03/23/2023
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge
Knowledge Graph Embeddings (KGE) have become a quite popular class of mo...
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09/19/2022
Concept Embedding Models
Deploying AI-powered systems requires trustworthy models supporting effe...
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08/11/2021
Logic Explained Networks
The large and still increasing popularity of deep learning clashes with ...
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06/12/2021
Entropy-based Logic Explanations of Neural Networks
Explainable artificial intelligence has rapidly emerged since lawmakers ...
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06/01/2021
Learning Representations for Sub-Symbolic Reasoning
Neuro-symbolic methods integrate neural architectures, knowledge represe...
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02/06/2020
Relational Neural Machines
Deep learning has been shown to achieve impressive results in several ta...
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08/31/2019
Conditions for Unnecessary Logical Constraints in Kernel Machines
A main property of support vector machines consists in the fact that onl...
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07/26/2019
Learning and T-Norms Theory
Deep learning has been shown to achieve impressive results in several do...
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07/18/2019
On the relation between Loss Functions and T-Norms
Deep learning has been shown to achieve impressive results in several do...
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03/18/2019
LYRICS: a General Interface Layer to Integrate AI and Deep Learning
In spite of the amazing results obtained by deep learning in many applic...
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01/14/2019
Integrating Learning and Reasoning with Deep Logic Models
Deep learning is very effective at jointly learning feature representati...
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09/18/2018
On a Convex Logic Fragment for Learning and Reasoning
In this paper we introduce the convex fragment of Łukasiewicz Logic and ...
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07/16/2018
Constraint-Based Visual Generation
In the last few years the systematic adoption of deep learning to visual...
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03/10/2017