A Hierarchy of Entropy-Shapley Games for Multivariate Predictive Uncertainty
stat.ML, cs.LG
Submitted: 2026-09-28
Updated: 2026-09-28
Code: https://github.com/bips-hb/paper-shapley-hierarchy
Terminology
Sources
- LLaMA: Open and Efficient Foundation Language Models
- VARSHAP: Addressing Global Dependency Problems in Explainable AI with Variance-Based Local Feature Attribution
- Fair feature attribution for multi-output prediction: a Shapley-based perspective
- Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
- L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data
- Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals
- Consistent Individualized Feature Attribution for Tree Ensembles
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