2 papers
cs.AI2024
The Distributional Uncertainty of the SHAP score in Explainable Machine Learning
Santiago Cifuentes, Leopoldo Bertossi, Nina Pardal +3
Attribution scores reflect how important the feature values in an input entity are for the output of a machine learning model. One of the most popular attribution scores is the SHA…
cs.DB2024
Computational Complexity of Preferred Subset Repairs on Data-Graphs
Nina Pardal, Santiago Cifuentes, Edwin Pin +2
Preferences are a pivotal component in practical reasoning, especially in tasks that involve decision-making over different options or courses of action that could be pursued. In t…