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BEWARE@AI*IA 2024: Bolzano/Bozen, Italy
- Greta Coraglia, Fabio Aurelio D'Asaro, Abeer Dyoub, Francesca Alessandra Lisi, Giuseppe Primiero:
Proceedings of the 3rd Workshop on Bias, Ethical AI, Explainability and the role of Logic and Logic Programming co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024), Bolzano, Italy, November 26, 2024. CEUR Workshop Proceedings 3881, CEUR-WS.org 2024
Session I: Bias, Fairness and Trust
- Mattia Petrolo, Ekaterina Kubyshkina, Giuseppe Primiero:
Prior to Trust: Frequentist and Bayesian Views of Trust in AI (Short Paper). 1 - Gabriele Nino, Francesca Alessandra Lisi:
Rethinking Bias and Fairness in AI Through the Lens of Gender Studies. 6-22 - Laura Cesaro, Andrea Franceschini, Silvana Badaloni, Emanuele Menegatti, Antonio Rodà:
Gender Biases in Robots for Education. 23-35
Session II: Ethical Decision Making and Bias Handling in AI-based Systems
- Abeer Dyoub, Francesca Alessandra Lisi:
Towards Ethical Risk Assessment of Symbiotic AI Systems with Fuzzy Rules. 36-49 - Mahrokh Mirani, Franco Raimondi, Nicolas Troquard:
Towards Efficient Norm-Aware Robots' Decision Making Using Datalog (Short Paper). 50-59 - Teerath Kumar, Abhishek Mandal, Susan Leavy, Suzanne Little, Alessandra Mileo, Malika Bendechache:
Debiasing Computer Vision Models using Data Augmentation based Adversarial Techniques. 59-70 - Davide Di Pierro, Stefano Ferilli:
A Perturbation-based Dataset Evaluation Approach for Fair Classifications (Short Paper). 70-76 - Alessandro Giuseppe Buda, Greta Coraglia, Francesco A. Genco, Chiara Manganini, Giuseppe Primiero:
Bias Amplification Chains in ML-based Systems with an Application to Credit Scoring. 77-86
Session III: Legal Aspects and Model Inspection
- Sveva Ianese:
Artificial Intelligence as a Peacebuilding Tool: What is Missing? A Comparative Legal Analysis. 87-98 - Ariel Vercelli:
United Nations, Artificial Intelligences and Regulations: Analysis of the General Assembly AI Resolutions and the Final Report of the Advisory Body on AI (Short Paper). 99-106 - Artem Chernobrovkin:
A Roadmap from Weights to Wisdom: Inspecting and Extracting Knowledge from Graph Neural Networks (Short Paper). 107-114 - Karthik Prasanna Natarajan:
Does Content Effect in LLMs Point to Genuine Reasoning? (Short Paper). 115-120

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