Maximilian Muschalik

发表论文 28 篇 · 总被引 343 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)
• 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)
• SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification (2024 · International Conference on Artificial Intelligence and Statistics · 被引 17)
• Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks (2025 · International Conference on Learning Representations · 被引 14)