KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley
Interactions

KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions

17 May 2024

Fabian Fumagalli

Maximilian Muschalik

Patrick Kolpaczki

Eyke Hüllermeier

Papers citing "KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions"

10 / 10 papers shown

Title
Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection Maximilian Spliethover Tim Knebler Fabian Fumagalli Maximilian Muschalik Barbara Hammer Eyke Hüllermeier Henning Wachsmuth 97 1 0 10 Feb 2025
Surrogate Modeling for Explainable Predictive Time Series Corrections Alfredo Lopez Florian Sobieczky AI4TS 40 0 0 17 Jan 2025
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer J. Herbinger FAtt 37 1 0 22 Dec 2024
Disentangling Interactions and Dependencies in Feature Attribution Gunnar König Eric Günther Ulrike von Luxburg FAtt 45 1 0 31 Oct 2024
Improving the Weighting Strategy in KernelSHAP Lars Henry Berge Olsen Martin Jullum TDI FAtt 57 2 0 07 Oct 2024
shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik Hubert Baniecki Fabian Fumagalli Patrick Kolpaczki Barbara Hammer Eyke Hüllermeier TDI 16 9 0 02 Oct 2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles Maximilian Muschalik Fabian Fumagalli Barbara Hammer Eyke Hüllermeier TDI 33 16 0 22 Jan 2024
SHAP-IQ: Unified Approximation of any-order Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 27 27 0 02 Mar 2023
From Shapley Values to Generalized Additive Models and back Sebastian Bordt U. V. Luxburg FAtt TDI 51 33 0 08 Sep 2022
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 56 120 0 15 Jul 2021