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Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor
  Selection
v1v2 (latest)

Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor Selection

19 December 2023
Gwladys Kelodjou
Laurence Rozé
Véronique Masson
Luis Galárraga
Romaric Gaudel
Maurice Tchuente
Alexandre Termier
    FAtt
ArXiv (abs)PDFHTML

Papers citing "Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor Selection"

5 / 5 papers shown
Title
Top-$k$ Feature Importance Ranking
Top-kkk Feature Importance Ranking
Yuxi Chen
Tiffany M. Tang
Genevera I. Allen
36
0
0
18 Sep 2025
ColonScopeX: Leveraging Explainable Expert Systems with Multimodal Data for Improved Early Diagnosis of Colorectal Cancer
ColonScopeX: Leveraging Explainable Expert Systems with Multimodal Data for Improved Early Diagnosis of Colorectal Cancer
Natalia Sikora
Robert L. Manschke
Alethea M. Tang
Peter Dunstan
Dean A. Harris
Su Yang
82
0
0
09 Apr 2025
Explaining Deep Learning-based Anomaly Detection in Energy Consumption Data by Focusing on Contextually Relevant Data
Explaining Deep Learning-based Anomaly Detection in Energy Consumption Data by Focusing on Contextually Relevant Data
Mohammad Noorchenarboo
Katarina Grolinger
252
5
0
10 Jan 2025
A Unified Approach to Interpreting Model Predictions
A Unified Approach to Interpreting Model Predictions
Scott M. Lundberg
Su-In Lee
FAtt
1.8K
24,730
0
22 May 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAttFaML
1.6K
18,272
0
16 Feb 2016
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