From networks to circuits: a structured approach to AI interpretability
Bianka S. Kowalska, Halina Kwaśnicka
Communications in computer and information science
2026
Profile
Bianka Kowalska
PhD Student
Education
- 2017
B.Eng. in Computer Science
Wroclaw University of Science and Technology
- 2019
MsC in Computer Science
Wroclaw University of Science and Technology
Publications5
Unboxing the black box: a survey on mechanistic interpretability for algorithmic understanding of neural networks
Bianka S. Kowalska, Halina Kwaśnicka
Machine Learning 2026 vol. 115, art. 190
2026
Analysis of the new architectural dataset NeoFaçade and its potential in machine learning
Bianka S. Kowalska, Hubert Baran, Daniil Hardzetski, Halina Kwaśnicka, Aleksandra S Marcinów, Małgorzata Biegańska
Architectus
2024
Building a dataset of Wrocław’s historic tenements
Aleksandra S. Marcinów, Małgorzata Biegańska, Bianka S Kowalska, Hubert Baran, Daniil Hardzetski, Halina Kwaśnicka
Image annotation for machine learning applications. Architectus 2024 nr 3
2024
Development of low-cost high-frequency data acquisition system for energy harvesting applications
Rafał P. Mech, Przemysław K Wiewiórski, Bianka S Kowalska, Oleksandr Ivanow
Materials Research Forum LLC
2022