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Climate Policy Tracker: Pipeline for automated analysis of public climate policies


Nov 10, 2022
Artur Żółkowski, Mateusz Krzyziński, Piotr Wilczyński, Stanisław Giziński, Emilia Wiśnios, Bartosz Pieliński, Julian Sienkiewicz, Przemysław Biecek

* Accepted for Tackling Climate Change with Machine Learning: workshop at NeurIPS 2022 

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SurvSHAP(t): Time-dependent explanations of machine learning survival models


Aug 23, 2022
Mateusz Krzyziński, Mikołaj Spytek, Hubert Baniecki, Przemysław Biecek


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Explainable expected goal models for performance analysis in football analytics


Jun 14, 2022
Mustafa Cavus, Przemysław Biecek


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Consolidated learning -- a domain-specific model-free optimization strategy with examples for XGBoost and MIMIC-IV


Jan 27, 2022
Katarzyna Woźnica, Mateusz Grzyb, Zuzanna Trafas, Przemysław Biecek


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LIMEcraft: Handcrafted superpixel selection and inspection for Visual eXplanations


Nov 15, 2021
Weronika Hryniewska, Adrianna Grudzień, Przemysław Biecek


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MAIR: Framework for mining relationships between research articles, strategies, and regulations in the field of explainable artificial intelligence


Jul 29, 2021
Stanisław Gizinski, Michał Kuzba, Bartosz Pielinski, Julian Sienkiewicz, Stanisław Łaniewski, Przemysław Biecek


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Do not explain without context: addressing the blind spot of model explanations


May 28, 2021
Katarzyna Woźnica, Katarzyna Pękala, Hubert Baniecki, Wojciech Kretowicz, Elżbieta Sienkiewicz, Przemysław Biecek


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Kleister: Key Information Extraction Datasets Involving Long Documents with Complex Layouts


May 12, 2021
Tomasz Stanisławek, Filip Graliński, Anna Wróblewska, Dawid Lipiński, Agnieszka Kaliska, Paulina Rosalska, Bartosz Topolski, Przemysław Biecek

* accepted to ICDAR 2021 

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Enabling Machine Learning Algorithms for Credit Scoring -- Explainable Artificial Intelligence (XAI) methods for clear understanding complex predictive models


Apr 14, 2021
Przemysław Biecek, Marcin Chlebus, Janusz Gajda, Alicja Gosiewska, Anna Kozak, Dominik Ogonowski, Jakub Sztachelski, Piotr Wojewnik


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fairmodels: A Flexible Tool For Bias Detection, Visualization, And Mitigation


Apr 01, 2021
Jakub Wiśniewski, Przemysław Biecek

* 15 pages, 9 figures 

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