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Picture for Mark Harman

Mark Harman

University College London, Facebook London

Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey


Jul 15, 2022
Max Hort, Zhenpeng Chen, Jie M. Zhang, Federica Sarro, Mark Harman

* 22 pages, 4 figures 

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A Comprehensive Empirical Study of Bias Mitigation Methods for Software Fairness


Jul 07, 2022
Zhenpeng Chen, Jie M. Zhang, Federica Sarro, Mark Harman


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Leveraging Automated Unit Tests for Unsupervised Code Translation


Oct 13, 2021
Baptiste Roziere, Jie M. Zhang, Francois Charton, Mark Harman, Gabriel Synnaeve, Guillaume Lample


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Ownership at Large -- Open Problems and Challenges in Ownership Management


Apr 15, 2020
John Ahlgren, Maria Eugenia Berezin, Kinga Bojarczuk, Elena Dulskyte, Inna Dvortsova, Johann George, Natalija Gucevska, Mark Harman, Shan He, Ralf Lämmel, Erik Meijer, Silvia Sapora, Justin Spahr-Summers

* Author order is alphabetical. Contact author: Ralf L\"ammel ([email protected]). The subject of the paper is covered by the contact author's keynote at the same conference 

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WES: Agent-based User Interaction Simulation on Real Infrastructure


Apr 11, 2020
John Ahlgren, Maria Eugenia Berezin, Kinga Bojarczuk, Elena Dulskyte, Inna Dvortsova, Johann George, Natalija Gucevska, Mark Harman, Ralf Lämmel, Erik Meijer, Silvia Sapora, Justin Spahr-Summers

* Author order is alphabetical. Correspondence to Mark Harman ([email protected]). This paper appears in GI 2020: 8th International Workshop on Genetic Improvement 

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Machine Learning Testing: Survey, Landscapes and Horizons


Jun 19, 2019
Jie M. Zhang, Mark Harman, Lei Ma, Yang Liu


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Perturbed Model Validation: A New Framework to Validate Model Relevance


May 27, 2019
Jie M. Zhang, Earl T. Barr, Benjamin Guedj, Mark Harman, John Shawe-Taylor

* 10 pages 

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