Faith-Shap: The Faithful Shapley Interaction Index

2 March 2022

Che-Ping Tsai

Papers citing "Faith-Shap: The Faithful Shapley Interaction Index"

20 / 20 papers shown

Title
SPEX: Scaling Feature Interaction Explanations for LLMs Justin Singh Kang Landon Butler Abhineet Agarwal Yigit Efe Erginbas Ramtin Pedarsani Kannan Ramchandran Bin Yu VLM LRM 137 2 0 20 Feb 2025
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer J. Herbinger FAtt 185 4 0 22 Dec 2024
Sampling Permutations for Shapley Value Estimation Rory Mitchell Joshua N. Cooper E. Frank G. Holmes 59 120 0 25 Apr 2021
Connecting Attributions and QA Model Behavior on Realistic Counterfactuals Xi Ye Rohan Nair Greg Durrett 46 24 0 09 Apr 2021
Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression Ian Covert Su-In Lee FAtt 56 170 0 02 Dec 2020
True to the Model or True to the Data? Hugh Chen Joseph D. Janizek Scott M. Lundberg Su-In Lee TDI FAtt 147 166 0 29 Jun 2020
How does this interaction affect me? Interpretable attribution for feature interactions Michael Tsang Sirisha Rambhatla Yan Liu FAtt 65 87 0 19 Jun 2020
Explaining Explanations: Axiomatic Feature Interactions for Deep Networks Joseph D. Janizek Pascal Sturmfels Su-In Lee FAtt 76 148 0 10 Feb 2020
On Completeness-aware Concept-Based Explanations in Deep Neural Networks Chih-Kuan Yeh Been Kim Sercan O. Arik Chun-Liang Li Tomas Pfister Pradeep Ravikumar FAtt 228 305 0 17 Oct 2019
The many Shapley values for model explanation Mukund Sundararajan A. Najmi TDI FAtt 62 634 0 22 Aug 2019
Data Shapley: Equitable Valuation of Data for Machine Learning Amirata Ghorbani James Zou TDI FedML 76 785 0 05 Apr 2019
Towards Efficient Data Valuation Based on the Shapley Value R. Jia David Dao Wei Ping F. Hubis Nicholas Hynes Nezihe Merve Gürel Yue Liu Ce Zhang D. Song C. Spanos TDI 70 419 0 27 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Model Agnostic Supervised Local Explanations Gregory Plumb Denali Molitor Ameet Talwalkar FAtt LRM MILM 107 198 0 09 Jul 2018
Hierarchical interpretations for neural network predictions Chandan Singh W. James Murdoch Bin Yu 68 146 0 14 Jun 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 21,939 0 22 May 2017
Detecting Statistical Interactions from Neural Network Weights Michael Tsang Dehua Cheng Yan Liu 58 192 0 14 May 2017
On Shapley value for measuring importance of dependent inputs Art B. Owen Clémentine Prieur FAtt TDI 54 151 0 06 Oct 2016
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 802 38,961 0 09 Mar 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016