2 papers
cs.AI2025
ShaRP: Explaining Rankings and Preferences with Shapley Values
Venetia Pliatsika, Joao Fonseca, Kateryna Akhynko +2
Algorithmic decisions in critical domains such as hiring, college admissions, and lending are often based on rankings. Given the impact of these decisions on individuals, organizat…
cs.LG2025
SHAP-based Explanations are Sensitive to Feature Representation
Hyunseung Hwang, Andrew Bell, Joao Fonseca +3
Local feature-based explanations are a key component of the XAI toolkit. These explanations compute feature importance values relative to an ``interpretable'' feature representatio…