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Journal Articles
- 2024
[j1]Patrick Kolpaczki, Eyke Hüllermeier, Viktor Bengs:
Piecewise-Stationary Dueling Bandits. Trans. Mach. Learn. Res. 2024 (2024)
Conference and Workshop Papers
- 2024
- [c7]Patrick Kolpaczki, Viktor Bengs, Maximilian Muschalik, Eyke Hüllermeier:
Approximating the Shapley Value without Marginal Contributions. AAAI 2024: 13246-13255 - [c6]Patrick Kolpaczki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier:
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification. AISTATS 2024: 3520-3528 - [c5]Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer:
KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions. ICML 2024 - [c4]Maximilian Muschalik, Hubert Baniecki, Fabian Fumagalli, Patrick Kolpaczki, Barbara Hammer, Eyke Hüllermeier:
shapiq: Shapley Interactions for Machine Learning. NeurIPS 2024 - [c3]Patrick Kolpaczki
, Georg Haselbeck, Eyke Hüllermeier:
How Much Can Stratification Improve the Approximation of Shapley Values? xAI (2) 2024: 489-512 - 2023
- [c2]Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer:
SHAP-IQ: Unified Approximation of any-order Shapley Interactions. NeurIPS 2023 - 2021
- [c1]Patrick Kolpaczki, Viktor Bengs, Eyke Hüllermeier:
Identifying Top-k Players in Cooperative Games via Shapley Bandits. LWDA 2021: 133-144
Informal and Other Publications
- 2025
- [i8]Guilherme Dean Pelegrina, Patrick Kolpaczki, Eyke Hüllermeier:
Shapley Value Approximation Based on k-Additive Games. CoRR abs/2502.04763 (2025) - [i7]Patrick Kolpaczki, Tim Nielen, Eyke Hüllermeier:
Antithetic Sampling for Top-k Shapley Identification. CoRR abs/2504.02019 (2025) - 2024
- [i6]Patrick Kolpaczki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier:
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification. CoRR abs/2401.13371 (2024) - [i5]Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer:
KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions. CoRR abs/2405.10852 (2024) - [i4]Maximilian Muschalik, Hubert Baniecki, Fabian Fumagalli, Patrick Kolpaczki, Barbara Hammer, Eyke Hüllermeier:
shapiq: Shapley Interactions for Machine Learning. CoRR abs/2410.01649 (2024) - 2023
- [i3]Patrick Kolpaczki, Viktor Bengs, Eyke Hüllermeier:
Approximating the Shapley Value without Marginal Contributions. CoRR abs/2302.00736 (2023) - [i2]Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer:
SHAP-IQ: Unified Approximation of any-order Shapley Interactions. CoRR abs/2303.01179 (2023) - 2022
- [i1]Patrick Kolpaczki, Viktor Bengs, Eyke Hüllermeier:
Non-Stationary Dueling Bandits. CoRR abs/2202.00935 (2022)
Coauthor Index
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