Efficient and Accurate Explanation Estimation with Distribution Compression

Efficient and Accurate Explanation Estimation with Distribution Compression

26 June 2024

Hubert Baniecki

Giuseppe Casalicchio

Bernd Bischl

Przemyslaw Biecek

Papers citing "Efficient and Accurate Explanation Estimation with Distribution Compression"

9 / 9 papers shown

Title
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning Hubert Baniecki P. Biecek AAML 73 0 0 11 Mar 2025
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer J. Herbinger FAtt 32 1 0 22 Dec 2024
datadriftR: An R Package for Concept Drift Detection in Predictive Models Ugur Dar Mustafa Cavus 84 0 0 15 Dec 2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles Maximilian Muschalik Fabian Fumagalli Barbara Hammer Eyke Hüllermeier TDI 25 5 0 22 Jan 2024
SHAP-IQ: Unified Approximation of any-order Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 19 12 0 02 Mar 2023
Dataset Condensation via Efficient Synthetic-Data Parameterization Jang-Hyun Kim Jinuk Kim Seong Joon Oh Sangdoo Yun Hwanjun Song Joonhyun Jeong Jung-Woo Ha Hyun Oh Song DD 375 155 0 30 May 2022
Explaining Hyperparameter Optimization via Partial Dependence Plots Julia Moosbauer J. Herbinger Giuseppe Casalicchio Marius Lindauer Bernd Bischl 30 56 0 08 Nov 2021
Generalized Kernel Thinning Raaz Dwivedi Lester W. Mackey 29 29 0 04 Oct 2021
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 48 120 0 15 Jul 2021