The Struggles of Feature-Based Explanations: Shapley Values vs. Minimal
Sufficient Subsets

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The Struggles of Feature-Based Explanations: Shapley Values vs. Minimal Sufficient Subsets

23 September 2020

Oana-Maria Camburu

Eleonora Giunchiglia

Jakob N. Foerster

Thomas Lukasiewicz

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Papers citing "The Struggles of Feature-Based Explanations: Shapley Values vs. Minimal Sufficient Subsets"

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Title
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data set Guilherme Seidyo Imai Aldeia Fabrício Olivetti de França 94 10 0 08 Apr 2024
Faithfulness Tests for Natural Language Explanations Pepa Atanasova Oana-Maria Camburu Christina Lioma Thomas Lukasiewicz J. Simonsen Isabelle Augenstein FAtt 120 67 0 29 May 2023
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 164 63 0 29 Jul 2022
Explainability's Gain is Optimality's Loss? -- How Explanations Bias Decision-making Charley L. Wan Rodrigo Belo Leid Zejnilovic FAtt FaML 37 5 0 17 Jun 2022
"Will You Find These Shortcuts?" A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification Jasmijn Bastings Sebastian Ebert Polina Zablotskaia Anders Sandholm Katja Filippova 152 78 0 14 Nov 2021
Toward Learning Human-aligned Cross-domain Robust Models by Countering Misaligned Features Haohan Wang Zeyi Huang Hanlin Zhang Yong Jae Lee Eric P. Xing OOD 200 16 0 05 Nov 2021
Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations Bodhisattwa Prasad Majumder Oana-Maria Camburu Thomas Lukasiewicz Julian McAuley 100 36 0 25 Jun 2021
Probabilistic Sufficient Explanations Eric Wang Pasha Khosravi Guy Van den Broeck XAI FAtt TPM 174 25 0 21 May 2021
Zorro: Valid, Sparse, and Stable Explanations in Graph Neural Networks Thorben Funke Megha Khosla Mandeep Rathee Avishek Anand FAtt 105 41 0 18 May 2021
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks Maxime Kayser Oana-Maria Camburu Leonard Salewski Cornelius Emde Virginie Do Zeynep Akata Thomas Lukasiewicz VLM 114 101 0 08 May 2021
To what extent do human explanations of model behavior align with actual model behavior? Grusha Prasad Yixin Nie Joey Tianyi Zhou Robin Jia Douwe Kiela Adina Williams 73 28 0 24 Dec 2020