Defining Locality for Surrogates in Post-hoc Interpretablity

Defining Locality for Surrogates in Post-hoc Interpretablity

19 June 2018

Thibault Laugel

Marie-Jeanne Lesot

Christophe Marsala

Marcin Detyniecki

Papers citing "Defining Locality for Surrogates in Post-hoc Interpretablity"

12 / 12 papers shown

Title
Enhanced Photonic Chip Design via Interpretable Machine Learning Techniques Lirandë Pira Airin Antony Nayanthara Prathap Daniel Peace Jacquiline Romero 14 0 0 14 May 2025
ExplainReduce: Summarising local explanations via proxies Lauri Seppäläinen Mudong Guo Kai Puolamäki FAtt 52 0 0 17 Feb 2025
ExpProof : Operationalizing Explanations for Confidential Models with ZKPs Chhavi Yadav Evan Monroe Laufer Dan Boneh Kamalika Chaudhuri 93 0 0 06 Feb 2025
Explaining text classifiers through progressive neighborhood approximation with realistic samples Yi Cai Arthur Zimek Eirini Ntoutsi Gerhard Wunder AI4TS 22 0 0 11 Feb 2023
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations Angelos Chatzimparmpas R. Martins I. Jusufi K. Kucher Fabrice Rossi A. Kerren FAtt 26 160 0 22 Dec 2022
Fairness of Machine Learning Algorithms in Demography I. Emmanuel E. Mitrofanova FaML 14 0 0 02 Feb 2022
XPROAX-Local explanations for text classification with progressive neighborhood approximation Yi Cai Arthur Zimek Eirini Ntoutsi 25 5 0 30 Sep 2021
Explainability Fact Sheets: A Framework for Systematic Assessment of Explainable Approaches Kacper Sokol Peter A. Flach XAI 19 299 0 11 Dec 2019
bLIMEy: Surrogate Prediction Explanations Beyond LIME Kacper Sokol Alexander Hepburn Raúl Santos-Rodríguez Peter A. Flach FAtt 11 38 0 29 Oct 2019
Can I Trust the Explainer? Verifying Post-hoc Explanatory Methods Oana-Maria Camburu Eleonora Giunchiglia Jakob N. Foerster Thomas Lukasiewicz Phil Blunsom FAtt AAML 29 60 0 04 Oct 2019
Issues with post-hoc counterfactual explanations: a discussion Thibault Laugel Marie-Jeanne Lesot Christophe Marsala Marcin Detyniecki CML 107 44 0 11 Jun 2019
LEAFAGE: Example-based and Feature importance-based Explanationsfor Black-box ML models Ajaya Adhikari David Tax R. Satta M. Faeth FAtt 23 11 0 21 Dec 2018