Shapley-PC: Constraint-based Causal Structure Learning with Shapley Values
F. Russo and F. Toni, 2023. "Shapley-PC: Constraint-based Causal Structure Learning with Shapley Values." Technical Report. arxiv.
Publications & Conferences
Causal Discovery and Knowledge Injection for Contestable Neural Networks
Russo, Fabrizio and Francesca Toni, 2023. "Causal Discovery and Knowledge Injection for Contestable Neural Networks." in Proceedings of the 26th European Conference on Artificial Intelligence ECAI 2023, Krakow, September, 2023
Argumentation for Interactive Causal Discovery
Fabrizio Russo, 2023. "Argumentation for Interactive Causal Discovery" , in Proceedings of the 32nd International Joint Conference on Artificial Intelligence. Macao, China, August, 2023.
Explaining Classifiers’ Outputs with Causal Models and Argumentation
A. Rago, F. Russo, E. Albini, P. Baroni, F. Toni, 2023. "Explaining Classifiers’ Outputs with Causal Models and Argumentation." Journal of Applied Logics — IfCoLog Journal of Logics and their Applications, Special Issue: Advances in Argumentgation in AI, Volume 10, Number 3: May, 2023.
(Talk) Argumentative Causal Discovery
Fabrizio Russo, "Argumentative Causal Discovery" , STAI Student Seminar Series, Imperial College London, UK.
Causal Discovery and Injection for Feed-Forward Neural Networks
F. Russo and F. Toni, 2022. "Causal Discovery and Injection for Feed-Forward Neural Networks." Technical Report. arxiv.
(Talk) From Credit Risk to Explainable AI Research
F. Russo, "From Credit Risk to Explainable AI Research." Guest Lecture for Master in Finthech - Politecnico di Milano at UCL, London, UK.
Forging Argumentative Explanations from Causal Models
A. Rago, F. Russo, E. Albini, P. Baroni, F. Toni, 2021. "Forging Argumentative Explanations from Causal Models." Proceedings of the 5th Workshop on Advances in Argumentation in Artificial Intelligence 2021 co-located with the 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2021). Milan, Italy, November 29th, 2021.
(Talk) Causal Injection into Neural Networks
F. Russo and F. Toni, 2021. "Causal Injection into Neural Networks." 1st International Workshop on Explainable AI in Finance (XAI-FIN) part of the 2021 ACM International Conference on AI in Finance (ICAIF).
(Talk) Risk Scorecards with Machine Learning
F. Russo, T. Ringsjø, D. Smith, J. Woodcock, T. Pile, L. Koteva, "Risk Scorecards with Machine Learning." Modelling with big data and machine learning: interpretability and model uncertainty, Joint Conference by the Bank of England and the Data Analytics for Finance and Macro Research Centre at King’s College London, 2019.
(Talk) Credit Risk Modelling: Data and Techniques Used in the UK Banking Industry
F. Russo, "Credit Risk Modelling: Data and Techniques Used in the UK Banking Industry." THE USE OF CREDIT REGISTER DATA FOR FINANCIAL STABILITY PURPOSES AND CREDIT RISK ANALYSIS, Danmarks Nationalbank Conference, 2019.