Beyond Known Reality: Exploiting Counterfactual Explanations for Medical
Research

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Beyond Known Reality: Exploiting Counterfactual Explanations for Medical Research

5 July 2023

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Papers citing "Beyond Known Reality: Exploiting Counterfactual Explanations for Medical Research"

11 / 11 papers shown

Title
Explaining a machine learning decision to physicians via counterfactuals Supriya Nagesh Nina Mishra Yonatan Naamad James M. Rehg M. A. Shah Alexei Wagner CML OOD 60 5 0 10 Jun 2023
Finding Regions of Counterfactual Explanations via Robust Optimization Donato Maragno Jannis Kurtz Tabea E. Rober Rob Goedhart cS. .Ilker Birbil D. Hertog 114 22 0 26 Jan 2023
Generating Plausible Counterfactual Explanations for Deep Transformers in Financial Text Classification Linyi Yang Eoin M. Kenny T. L. J. Ng Yi Yang Barry Smyth Ruihai Dong 74 73 0 23 Oct 2020
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review Sahil Verma Varich Boonsanong Minh Hoang Keegan E. Hines John P. Dickerson Chirag Shah CML 130 173 0 20 Oct 2020
A Survey on Explainable Artificial Intelligence (XAI): Towards Medical XAI Erico Tjoa Cuntai Guan XAI 106 1,451 0 17 Jul 2019
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 115 2,360 0 01 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,797 0 25 Oct 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 247 4,272 0 22 Jun 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016
DeepFool: a simple and accurate method to fool deep neural networks Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi P. Frossard AAML 151 4,903 0 14 Nov 2015
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 373 25,678 0 09 Jun 2011

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