Kolpaczki, Patrick

6 publications

AAAI 2024 Approximating the Shapley Value Without Marginal Contributions Patrick Kolpaczki, Viktor Bengs, Maximilian Muschalik, Eyke Hüllermeier

ICML 2024 KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer

TMLR 2024 Piecewise-Stationary Dueling Bandits Patrick Kolpaczki, Eyke Hüllermeier, Viktor Bengs

AISTATS 2024 SVARM-IQ: Efficient Approximation of Any-Order Shapley Interactions Through Stratification Patrick Kolpaczki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier

NeurIPS 2024 Shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik, Hubert Baniecki, Fabian Fumagalli, Patrick Kolpaczki, Barbara Hammer, Eyke Hüllermeier

NeurIPS 2023 SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer