| 2026 | Networking | Towards Explainable Multimodal Analytics for 5G+ Network Monitoring and Management: Methods, Architecture, and Preliminary Results. | Michal Blaszczak, Aleksandra Knapinska, Ireneusz Jablonski, Krzysztof Walkowiak |
| 2025 | Networking | Explaining Aggregated Network Traffic Predictors. | Aleksandra Knapinska, Krzysztof Walkowiak |
| 2024 | CNSM | Impact of Time-Varying Traffic Type on the Performance of Multilayer Networks. | Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak |
| 2024 | Networking | XAI-Guided Optimization of a Multilayer Network Regression Model. | Katarzyna Duszynska, Pawel Polski, Michal Wlosek, Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak |
| 2023 | GLOBECOM | Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks. | Aleksandra Knapinska, Piotr Lechowicz, Salvatore Spadaro, Krzysztof Walkowiak |
| 2022 | GLOBECOM | Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking. | Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak |
| 2021 | ICCS | Machine-Learning Based Prediction of Multiple Types of Network Traffic. | Aleksandra Knapinska, Piotr Lechowicz, Krzysztof Walkowiak |