The Reliable Shapley Interaction Index

Faith-Shap: The Faithful Shapley Interaction Index Che-Ping Tsai, Chih-Kuan Yeh, Pradeep Ravikumar; 24(94):1−42, 2023. Abstract Shapley values, originally designed to assign attributions to individual players in coalition games, are now commonly used in explainable...

Efficient Calculation of Causal Bounds at Scale

Scalable Computation of Causal Bounds Authors: Madhumitha Shridharan, Garud Iyengar; Journal: 24(237):1−35, 2023. Abstract This study focuses on the problem of computing bounds for causal queries on causal graphs with unobserved confounders and discrete-valued...