Shapley values for feature selection: The good, the bad, and the axioms

22 February 2021

Papers citing "Shapley values for feature selection: The good, the bad, and the axioms"

38 / 38 papers shown

Title
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection Moritz Vandenhirtz Julia E. Vogt 43 0 0 09 May 2025
Feature Relevancy, Necessity and Usefulness: Complexity and Algorithms Tomás Capdevielle Santiago Cifuentes FAtt 47 0 0 06 May 2025
Are We Merely Justifying Results ex Post Facto? Quantifying Explanatory Inversion in Post-Hoc Model Explanations Zhen Tan Song Wang Yifan Li Yu Kong Jundong Li Tianlong Chen Huan Liu FAtt 48 0 0 11 Apr 2025
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 105 0 0 02 Dec 2024
ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning Yang Wu Huayi Zhang Yizheng Jiao Lin Ma Xiaozhong Liu Jinhong Yu Dongyu Zhang Dezhi Yu Wei Xu 90 1 0 01 Dec 2024
Shap-Select: Lightweight Feature Selection Using SHAP Values and Regression Egor Kraev Baran Koseoglu Luca Traverso Mohammed Topiwalla FAtt 30 0 0 09 Oct 2024
Provably Accurate Shapley Value Estimation via Leverage Score Sampling Christopher Musco R. Teal Witter FAtt FedML TDI 57 2 0 02 Oct 2024
Explainability of Machine Learning Models under Missing Data Tuan L. Vo T. Nguyen Hugo Lewi Hammer Michael A. Riegler Pål Halvorsen Pal Halvorsen 72 2 0 29 Jun 2024
Analyzing the Role of Semantic Representations in the Era of Large Language Models Zhijing Jin Yuen Chen Fernando Gonzalez Jiarui Liu Jiayi Zhang Julian Michael Bernhard Schölkopf Mona T. Diab 65 4 0 02 May 2024
REFRESH: Responsible and Efficient Feature Reselection Guided by SHAP Values Shubham Sharma Sanghamitra Dutta Emanuele Albini Freddy Lecue Daniele Magazzeni Manuela Veloso 45 1 0 13 Mar 2024
SyntaxShap: Syntax-aware Explainability Method for Text Generation Kenza Amara Rita Sevastjanova Mennatallah El-Assady 44 2 0 14 Feb 2024
AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers Reduan Achtibat Sayed Mohammad Vakilzadeh Hatefi Maximilian Dreyer Aakriti Jain Thomas Wiegand Sebastian Lapuschkin Wojciech Samek 41 27 0 08 Feb 2024
Explainable AI for Safe and Trustworthy Autonomous Driving: A Systematic Review Anton Kuznietsov Balint Gyevnar Cheng Wang Steven Peters Stefano V. Albrecht XAI 33 27 0 08 Feb 2024
Explainable AI for survival analysis: a median-SHAP approach Lucile Ter-Minassian Sahra Ghalebikesabi Karla Diaz-Ordaz Chris Holmes 13 2 0 30 Jan 2024
Identifying Student Profiles Within Online Judge Systems Using Explainable Artificial Intelligence J. R. Rico-Juan Víctor M. Sánchez-Cartagena J. J. Valero-Mas Antonio Javier Gallego 19 2 0 29 Jan 2024
Prompt Valuation Based on Shapley Values Hanxi Liu Xiaokai Mao Haocheng Xia Jian Lou Jinfei Liu 33 4 0 24 Dec 2023
Efficient Shapley Performance Attribution for Least-Squares Regression Logan Bell Nikhil Devanathan Stephen Boyd TDI FAtt 16 0 0 30 Oct 2023
A Refutation of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 26 3 0 06 Sep 2023
SHAPFUZZ: Efficient Fuzzing via Shapley-Guided Byte Selection Kunpeng Zhang Xiaogang Zhu Xiao Xi Min Xue Chao Zhang Sheng Wen 11 3 0 18 Aug 2023
Beyond Single-Feature Importance with ICECREAM M.-J. Oesterle Patrick Blobaum Atalanti A. Mastakouri Elke Kirschbaum CML 45 1 0 19 Jul 2023
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations Emanuele Albini Shubham Sharma Saumitra Mishra Danial Dervovic Daniele Magazzeni FAtt 48 2 0 13 Jul 2023
Investigating Poor Performance Regions of Black Boxes: LIME-based Exploration in Sepsis Detection Mozhgan Salimiparsa Surajsinh Parmar San Lee Cho-Myong Kim Yonghwan Kim Jang Yong Kim FAtt 22 2 0 21 Jun 2023
Shapley Based Residual Decomposition for Instance Analysis Tommy Liu Amanda S. Barnard TDI 28 0 0 30 May 2023
Explainable Machine Learning for Categorical and Mixed Data with Lossless Visualization Boris Kovalerchuk Elijah McCoy 22 3 0 29 May 2023
A Comparative Study of Methods for Estimating Conditional Shapley Values and When to Use Them Lars Henry Berge Olsen I. Glad Martin Jullum K. Aas FAtt 54 12 0 16 May 2023
The Inadequacy of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 39 41 0 16 Feb 2023
New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound Arushi Gupta Nikunj Saunshi Dingli Yu Kaifeng Lyu Sanjeev Arora AAML FAtt XAI 31 6 0 05 Nov 2022
Predicting Dynamic Stability from Static Features in Power Grid Models using Machine Learning Maurizio Titz Franz Kaiser Johannes Kruse D. Witthaut 16 7 0 17 Oct 2022
Local Interpretable Model Agnostic Shap Explanations for machine learning models P. Aditya M. Pal FAtt 39 6 0 10 Oct 2022
A Scalable, Interpretable, Verifiable & Differentiable Logic Gate Convolutional Neural Network Architecture From Truth Tables Adrien Benamira Tristan Guérand Thomas Peyrin Trevor Yap Bryan Hooi 42 1 0 18 Aug 2022
SHAP-XRT: The Shapley Value Meets Conditional Independence Testing Jacopo Teneggi Beepul Bharti Yaniv Romano Jeremias Sulam FAtt 29 5 0 14 Jul 2022
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 23 6 0 01 Jun 2022
Data-Driven Evaluation of Training Action Space for Reinforcement Learning Rajat Ghosh Debojyoti Dutta 18 0 0 08 Apr 2022
The Shapley Value in Machine Learning Benedek Rozemberczki Lauren Watson Péter Bayer Hao-Tsung Yang Oliver Kiss Sebastian Nilsson Rik Sarkar TDI FAtt 32 205 0 11 Feb 2022
Using Shapley Values and Variational Autoencoders to Explain Predictive Models with Dependent Mixed Features Lars Henry Berge Olsen I. Glad Martin Jullum K. Aas TDI FAtt 32 17 0 26 Nov 2021
Inferring feature importance with uncertainties in high-dimensional data P. V. Johnsen Inga Strümke S. Riemer-Sørensen A. Dewan M. Langaas TDI FAtt 10 2 0 02 Sep 2021
To trust or not to trust an explanation: using LEAF to evaluate local linear XAI methods E. Amparore Alan Perotti P. Bajardi FAtt 33 68 0 01 Jun 2021
Orthogonal Least Squares Based Fast Feature Selection for Linear Classification Sikai Zhang Z. Lang 17 17 0 21 Jan 2021