Fabian Fumagalli

发表论文 25 篇 · 总被引 336 次 · h-index 10

代表论文

• SHAP-IQ: Unified Approximation of any-order Shapley Interactions (2023 · Neural Information Processing Systems · 被引 75)
• shapiq: Shapley Interactions for Machine Learning (2024 · Neural Information Processing Systems · 被引 68)
• Incremental permutation feature importance (iPFI): towards online explanations on data streams (2022 · Machine-mediated learning · 被引 50)
• Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles (2024 · AAAI Conference on Artificial Intelligence · 被引 47)
• KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions (2024 · International Conference on Machine Learning · 被引 25)
• Agnostic Explanation of Model Change based on Feature Importance (2022 · KI - Künstliche Intelligenz · 被引 21)