no code implementations • 28 May 2021 • Katarzyna Woźnica, Katarzyna Pękala, Hubert Baniecki, Wojciech Kretowicz, Elżbieta Sienkiewicz, Przemysław Biecek
The increasing number of regulations and expectations of predictive machine learning models, such as so called right to explanation, has led to a large number of methods promising greater interpretability.
BIG-bench Machine Learning Explainable Artificial Intelligence (XAI)
1 code implementation • 26 May 2021 • Hubert Baniecki, Wojciech Kretowicz, Przemyslaw Biecek
We believe this to be the first work using a genetic algorithm for manipulating explanations, which is transferable as it generalizes both ways: in a model-agnostic and an explanation-agnostic manner.
1 code implementation • 28 Dec 2020 • Hubert Baniecki, Wojciech Kretowicz, Piotr Piatyszek, Jakub Wisniewski, Przemyslaw Biecek
The increasing amount of available data, computing power, and the constant pursuit for higher performance results in the growing complexity of predictive models.
1 code implementation • 30 Aug 2020 • Wojciech Kretowicz, Przemysław Biecek
Data collected in this way is used to study the factors influencing the algorithm's performance.