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ORCIDBEWARE@AI*IA 2022: Udine, Italy
- Guido Boella, Fabio Aurelio D'Asaro, Abeer Dyoub, Giuseppe Primiero:
Proceedings of 1st Workshop on Bias, Ethical AI, Explainability and the Role of Logic and Logic Programming (BEWARE 2022) co-located with the 21th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2022), Udine, Italy, December 2, 2022. CEUR Workshop Proceedings 3319, CEUR-WS.org 2023
Invited Talk
- Francesca Alessandra Lisi:
Ethics and Gender for Responsible Research and Innovation in AI (extended abstract). 1-8
Session 1: Logic For AI
- Giuseppe Primiero, Fabio Aurelio D'Asaro:
Proof-checking Bias in Labeling Methods. 9-19 - Melissa Antonelli:
Two Remarks on Counting Propositional Logic. 20-32 - Xinghan Liu, Emiliano Lorini:
Logics for Binary-input Classifiers and Their Explanations (short paper). 33-38 - Mattia Petrolo, Ekaterina Kubyshkina:
Reasoning About Algorithmic Opacity (short paper). 39-45
Session 2: Technical Approaches to XAI
- Alessandro Castelnovo, Riccardo Crupi, Nicole Inverardi, Daniele Regoli, Andrea Cosentini:
Investigating Bias with a Synthetic Data Generator: Empirical Evidence and Philosophical Interpretation. 46-60 - Serge Dolgikh:
Fairness and Bias in Learning Systems: a Generative Perspective (short paper). 61-66 - Daniele Fossemò, Filippo Mignosi, Luca Raggioli, Matteo Spezialetti, Fabio Aurelio D'Asaro:
Using Inductive Logic Programming to Globally Approximate Neural Networks for Preference Learning: Challenges and Preliminary Results. 67-83 - Andrea Apicella, Francesco Isgrò, Roberto Prevete:
XAI Approach for Addressing the Dataset Shift Problem: BCI as a Case Study (short paper). 83-88 - Muhammad Suffian Nizami, Alessandro Bogliolo:
Investigation and Mitigation of Bias in Explainable AI (short paper). 89-94
Session 3: Conceptual Views
- Alexander Berman, Ellen Breitholtz, Christine Howes, Jean-Philippe Bernardy:
Explaining Predictions with Enthymematic Counterfactuals Information (short paper). 95-100 - Aleks Knoks, Thomas Raleigh:
XAI and Philosophical Work on Explanation: a Survey (short paper). 101-106 - Silvana Badaloni, Antonio Rodà:
Gender Knowledge and Artificial Intelligence (short paper). 107-112
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