FIXOut https://fixout.loria.fr FaIrness throught eXplanations and feature dropOut Tue, 12 Sep 2023 09:03:21 +0000 en-US hourly 1 FixOut… what’s next? https://fixout.loria.fr/2023/09/12/fixout-whats-next/ Tue, 12 Sep 2023 09:03:21 +0000 https://fixout.loria.fr/?p=246 FixOut is now part of a startup project.

Check out the page of the startup project here.

]]> Paper accepted at DSAA’21 https://fixout.loria.fr/2021/07/27/paper-accepted-at-dsaa21/ Tue, 27 Jul 2021 12:43:13 +0000 https://fixout.loria.fr/?p=222 “Reducing Unintended Bias of ML Models on Tabular and Textual Data” has been accepted at DSAA 2021.

Pre-print and full versions will be available soon.

]]> Course at IDAI 2021 Summer School https://fixout.loria.fr/2021/07/07/course-at-idai-2021-summer-school/ Wed, 07 Jul 2021 18:35:03 +0000 https://fixout.loria.fr/?p=200 M. Couceiro and C. Palamidessi will give the course Addressing algorithmic fairness through metrics and explanations in the First Inria-DFKI European Summer School on AI (IDAI 2021).

Material

]]> Special sessions at EURO XXI https://fixout.loria.fr/2021/07/07/special-sessions-at-euro-xxi/ Wed, 07 Jul 2021 18:32:56 +0000 https://fixout.loria.fr/?p=198 Fair and explainable models I (M. Couceiro and L. Galarraga) 

Fair and explainable models II (M. Couceiro and L. Galarraga) 

]]> New demo available https://fixout.loria.fr/2021/04/28/new-demo-available/ Wed, 28 Apr 2021 12:38:47 +0000 https://fixout.loria.fr/?p=181 A demonstration of FixOut on selected datasets is available (thanks to F. Bernier and P. Ringot). Please visit this link.

]]> Invited talk at PDIA’21 https://fixout.loria.fr/2021/04/28/invited-talk-at-pdia21/ Wed, 28 Apr 2021 12:31:58 +0000 https://fixout.loria.fr/?p=179 G. Alves gave a talk at PDIA’21 (Perspectives et Défis de l’IA)

https://afia.asso.fr/pdia21/

]]> Invited talk at MPML https://fixout.loria.fr/2020/12/09/invited-talk-at-mpml/ Wed, 09 Dec 2020 14:27:36 +0000 https://fixout.loria.fr/?p=147 M. Couceiro will give a talk at the IST seminar series on Mathematics, Physics & Machine Learning (MPML).

https://mpml.tecnico.ulisboa.pt/seminars?id=5976

]]> How to use FixOut: the first tutorial https://fixout.loria.fr/2020/12/09/tutorials/ Wed, 09 Dec 2020 07:52:54 +0000 https://fixout.loria.fr/?p=94 The first tutorial of FixOut is now available. Tutorial 1 shows how to use FixOut on tabular data with LIME explanations.

Start guide

]]> Plenary talk at AIST 2020 https://fixout.loria.fr/2020/11/06/repository-of-fixout-is-available/ Thu, 05 Nov 2020 23:00:10 +0000 https://fixout.loria.fr/?p=20

]]> Fairness Visualizations https://fixout.loria.fr/2020/11/06/fairness-visualizations/ Thu, 05 Nov 2020 22:58:37 +0000 https://fixout.loria.fr/?p=16
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