7 citations · 12 across the 3 of their papers we have counts for
3 papers
Towards the Formalization of a Trustworthy AI for Mining Interpretable Models explOiting Sophisticated Algorithms
Riccardo Guidotti, Martina Cinquini, Marta Marchiori Manerba +2
Interpretable-by-design models are crucial for fostering trust, accountability, and safe adoption of automated decision-making models in real-world applications. In this paper we f…
Social Bias Probing: Fairness Benchmarking for Language Models
Marta Marchiori Manerba, Karolina Stańczak, Riccardo Guidotti +1
While the impact of social biases in language models has been recognized, prior methods for bias evaluation have been limited to binary association tests on small datasets, limitin…
Causality-Aware Local Interpretable Model-Agnostic Explanations
Martina Cinquini, Riccardo Guidotti
A main drawback of eXplainable Artificial Intelligence (XAI) approaches is the feature independence assumption, hindering the study of potential variable dependencies. This leads t…