On the Tractability of SHAP Explanations

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On the Tractability of SHAP Explanations

18 September 2020

Guy Van den Broeck

Maximilian Schleich

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Papers citing "On the Tractability of SHAP Explanations"

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Title
Investigating the Duality of Interpretability and Explainability in Machine Learning Moncef Garouani Josiane Mothe Ayah Barhrhouj Julien Aligon AAML 101 3 0 27 Mar 2025
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning R. Heese Thore Gerlach Sascha Mucke Sabine Muller Matthias Jakobs Nico Piatkowski 62 19 0 22 Jan 2023
The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits Marcelo Arenas Pablo Barceló Mikaël Monet FAtt 55 8 0 28 Jul 2020
Handling Missing Data in Decision Trees: A Probabilistic Approach Pasha Khosravi Antonio Vergari YooJung Choi Yitao Liang Guy Van den Broeck TPM 38 30 0 29 Jun 2020
Causality-based Explanation of Classification Outcomes Leopoldo Bertossi Jordan Li Maximilian Schleich Dan Suciu Zografoula Vagena XAI CML FAtt 235 46 0 15 Mar 2020
Problems with Shapley-value-based explanations as feature importance measures Indra Elizabeth Kumar Suresh Venkatasubramanian C. Scheidegger Sorelle A. Friedler TDI FAtt 90 368 0 25 Feb 2020
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods Dylan Slack Sophie Hilgard Emily Jia Sameer Singh Himabindu Lakkaraju FAtt AAML MLAU 81 822 0 06 Nov 2019
Feature relevance quantification in explainable AI: A causal problem Dominik Janzing Lenon Minorics Patrick Blobaum FAtt CML 91 284 0 29 Oct 2019
On Tractable Computation of Expected Predictions M. A. V. Torres YooJung Choi Alexander Braun A. Borrmann Guy Van den Broeck FaML TPM 34 41 0 05 Oct 2019
The many Shapley values for model explanation Mukund Sundararajan A. Najmi TDI FAtt 66 638 0 22 Aug 2019
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values K. Aas Martin Jullum Anders Løland FAtt TDI 78 627 0 25 Mar 2019
What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features Pasha Khosravi Yitao Liang YooJung Choi Guy Van den Broeck 57 44 0 05 Mar 2019
Learning Logistic Circuits Yitao Liang Guy Van den Broeck TPM 58 49 0 27 Feb 2019
Consistent Individualized Feature Attribution for Tree Ensembles Scott M. Lundberg G. Erion Su-In Lee FAtt TDI 66 1,404 0 12 Feb 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,090 0 22 May 2017
Symmetric Weighted First-Order Model Counting P. Beame Guy Van den Broeck Eric Gribkoff Dan Suciu 76 71 0 03 Dec 2014
Skolemization for Weighted First-Order Model Counting Guy Van den Broeck Wannes Meert Adnan Darwiche 85 102 0 19 Dec 2013
A Knowledge Compilation Map Adnan Darwiche Pierre Marquis 96 953 0 09 Jun 2011