From Shapley Values to Generalized Additive Models and back

From Shapley Values to Generalized Additive Models and back

8 September 2022

Sebastian Bordt

Papers citing "From Shapley Values to Generalized Additive Models and back"

14 / 14 papers shown

Title
Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers Tobias Leemann Alina Fastowski Felix Pfeiffer Gjergji Kasneci 56 4 0 10 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
Towards a potential paradigm shift in health data collection and analysis D. J. Herzog Nitsa J. Herzog 37 0 0 01 Apr 2024
Succinct Interaction-Aware Explanations Sascha Xu Joscha Cuppers Jilles Vreeken FAtt 13 0 0 08 Feb 2024
Theoretical Evaluation of Asymmetric Shapley Values for Root-Cause Analysis Domokos M. Kelen M. Petreczky Péter Kersch András A. Benczúr FAtt 35 3 0 15 Oct 2023
Notes on Applicability of Explainable AI Methods to Machine Learning Models Using Features Extracted by Persistent Homology Naofumi Hama 34 0 0 15 Oct 2023
LLMs Understand Glass-Box Models, Discover Surprises, and Suggest Repairs Ben Lengerich Sebastian Bordt Harsha Nori M. Nunnally Y. Aphinyanaphongs Manolis Kellis Rich Caruana 14 7 0 02 Aug 2023
Beyond Single-Feature Importance with ICECREAM M.-J. Oesterle Patrick Blobaum Atalanti A. Mastakouri Elke Kirschbaum CML 26 1 0 19 Jul 2023
HOPE: High-order Polynomial Expansion of Black-box Neural Networks Tingxiong Xiao Weihang Zhang Yuxiao Cheng J. Suo 28 2 0 17 Jul 2023
Statistical Aspects of SHAP: Functional ANOVA for Model Interpretation Andrew Herren P. R. Hahn FAtt 19 9 0 21 Aug 2022
Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and Values Zijie J. Wang Alex Kale Harsha Nori P. Stella M. Nunnally Duen Horng Chau Mihaela Vorvoreanu J. W. Vaughan R. Caruana KELM 56 27 0 30 Jun 2022
The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective Satyapriya Krishna Tessa Han Alex Gu Steven Wu S. Jabbari Himabindu Lakkaraju 174 185 0 03 Feb 2022
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 64 122 0 15 Jul 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 242 3,681 0 28 Feb 2017