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Sequential Multivariate Change Detection with Calibrated and Memoryless False Detection Rates


Aug 02, 2021
Oliver Cobb, Arnaud Van Looveren, Janis Klaise

* 20 pages, 5 figures, open source implementation at http://github.com/SeldonIO/alibi-detect 

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Model-agnostic and Scalable Counterfactual Explanations via Reinforcement Learning


Jun 04, 2021
Robert-Florian Samoilescu, Arnaud Van Looveren, Janis Klaise

* 18 pages 

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Conditional Generative Models for Counterfactual Explanations


Jan 25, 2021
Arnaud Van Looveren, Janis Klaise, Giovanni Vacanti, Oliver Cobb

* 12 pages 

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Monitoring and explainability of models in production


Jul 13, 2020
Janis Klaise, Arnaud Van Looveren, Clive Cox, Giovanni Vacanti, Alexandru Coca

* Workshop on Challenges in Deploying and Monitoring Machine Learning Systems (ICML 2020) 

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ConBO: Conditional Bayesian Optimization


Feb 23, 2020
Michael Pearce, Janis Klaise, Matthew Groves

* 10 pages, 7 pages appendix 

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Interpretable Counterfactual Explanations Guided by Prototypes


Jul 03, 2019
Arnaud Van Looveren, Janis Klaise

* 8 pages, 4 figures. Supplementary material 5 pages, 6 figures. For an open source implementation of the algorithm, see https://github.com/SeldonIO/alibi 

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