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Accurate estimation of feature importance faithfulness for tree models
v1v2v3 (latest)

Accurate estimation of feature importance faithfulness for tree models

AAAI Conference on Artificial Intelligence (AAAI), 2024
4 April 2024
Mateusz Gajewski
Adam Karczmarz
Mateusz Rapicki
Piotr Sankowski
ArXiv (abs)PDFHTMLGithub

Papers citing "Accurate estimation of feature importance faithfulness for tree models"

14 / 14 papers shown
OpenXAI: Towards a Transparent Evaluation of Model Explanations
OpenXAI: Towards a Transparent Evaluation of Model Explanations
Chirag Agarwal
Dan Ley
Satyapriya Krishna
Eshika Saxena
Martin Pawelczyk
Nari Johnson
Isha Puri
Marinka Zitnik
Himabindu Lakkaraju
XAI
619
190
0
22 Jun 2022
Fairness via Explanation Quality: Evaluating Disparities in the Quality
  of Post hoc Explanations
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc ExplanationsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2022
Jessica Dai
Sohini Upadhyay
Ulrich Aïvodji
Stephen H. Bach
Himabindu Lakkaraju
326
72
0
15 May 2022
The Road to Explainability is Paved with Bias: Measuring the Fairness of
  Explanations
The Road to Explainability is Paved with Bias: Measuring the Fairness of ExplanationsConference on Fairness, Accountability and Transparency (FAccT), 2022
Aparna Balagopalan
Haoran Zhang
Kimia Hamidieh
Thomas Hartvigsen
Frank Rudzicz
Marzyeh Ghassemi
332
99
0
06 May 2022
Synthetic Benchmarks for Scientific Research in Explainable Machine
  Learning
Synthetic Benchmarks for Scientific Research in Explainable Machine Learning
Yang Liu
Sujay Khandagale
Colin White
Willie Neiswanger
344
86
0
23 Jun 2021
A Survey on the Explainability of Supervised Machine Learning
A Survey on the Explainability of Supervised Machine LearningJournal of Artificial Intelligence Research (JAIR), 2020
Nadia Burkart
Marco F. Huber
FaMLXAI
433
928
0
16 Nov 2020
ERASER: A Benchmark to Evaluate Rationalized NLP Models
ERASER: A Benchmark to Evaluate Rationalized NLP ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2019
Jay DeYoung
Sarthak Jain
Nazneen Rajani
Eric P. Lehman
Caiming Xiong
R. Socher
Byron C. Wallace
638
768
0
08 Nov 2019
On the (In)fidelity and Sensitivity for Explanations
On the (In)fidelity and Sensitivity for Explanations
Chih-Kuan Yeh
Cheng-Yu Hsieh
A. Suggala
David I. Inouye
Pradeep Ravikumar
FAtt
498
563
0
27 Jan 2019
Model Agnostic Supervised Local Explanations
Model Agnostic Supervised Local ExplanationsNeural Information Processing Systems (NeurIPS), 2018
Gregory Plumb
Denali Molitor
Ameet Talwalkar
FAttLRMMILM
516
218
0
09 Jul 2018
A Benchmark for Interpretability Methods in Deep Neural Networks
A Benchmark for Interpretability Methods in Deep Neural NetworksNeural Information Processing Systems (NeurIPS), 2018
Sara Hooker
D. Erhan
Pieter-Jan Kindermans
Been Kim
FAttUQCV
599
812
0
28 Jun 2018
On the Robustness of Interpretability Methods
On the Robustness of Interpretability Methods
David Alvarez-Melis
Tommi Jaakkola
382
625
0
21 Jun 2018
RISE: Randomized Input Sampling for Explanation of Black-box Models
RISE: Randomized Input Sampling for Explanation of Black-box Models
Vitali Petsiuk
Abir Das
Kate Saenko
FAtt
719
1,443
0
19 Jun 2018
A Unified Approach to Interpreting Model Predictions
A Unified Approach to Interpreting Model Predictions
Scott M. Lundberg
Su-In Lee
FAtt
5.2K
32,979
0
22 May 2017
XGBoost: A Scalable Tree Boosting System
XGBoost: A Scalable Tree Boosting System
Tianqi Chen
Carlos Guestrin
1.7K
52,129
0
09 Mar 2016
"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
2.7K
21,359
0
16 Feb 2016
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