Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks

M. Muschalik, F. Fumagalli, P. Frazzetto, J. Strotherm, L. Hermes, A. Sperduti, E. Hüllermeier, B. Hammer, in: The Thirteenth International Conference on Learning Representations (ICLR), 2025.

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Conference Paper | English
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Muschalik, Maximilian; Fumagalli, Fabian; Frazzetto, Paolo; Strotherm, Janine; Hermes, Luca; Sperduti, Alessandro; Hüllermeier, Eyke; Hammer, Barbara
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The Thirteenth International Conference on Learning Representations (ICLR)
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Muschalik M, Fumagalli F, Frazzetto P, et al. Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks. In: The Thirteenth International Conference on Learning Representations (ICLR). ; 2025.
Muschalik, M., Fumagalli, F., Frazzetto, P., Strotherm, J., Hermes, L., Sperduti, A., Hüllermeier, E., & Hammer, B. (2025). Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks. The Thirteenth International Conference on Learning Representations (ICLR).
@inproceedings{Muschalik_Fumagalli_Frazzetto_Strotherm_Hermes_Sperduti_Hüllermeier_Hammer_2025, title={Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks}, booktitle={The Thirteenth International Conference on Learning Representations (ICLR)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Frazzetto, Paolo and Strotherm, Janine and Hermes, Luca and Sperduti, Alessandro and Hüllermeier, Eyke and Hammer, Barbara}, year={2025} }
Muschalik, Maximilian, Fabian Fumagalli, Paolo Frazzetto, Janine Strotherm, Luca Hermes, Alessandro Sperduti, Eyke Hüllermeier, and Barbara Hammer. “Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks.” In The Thirteenth International Conference on Learning Representations (ICLR), 2025.
M. Muschalik et al., “Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks,” 2025.
Muschalik, Maximilian, et al. “Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks.” The Thirteenth International Conference on Learning Representations (ICLR), 2025.

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