Do Not Trust Me: Explainability Against Text Classification. - Mateusz Gniewkowski; Pawel Walkowiak; Piotr Syga; Marek Klonowski; Tomasz Walkowiak (ECAI, 2023)

Precise Language Deception: XAI Driven Targeted Adversarial Examples with Restricted Knowledge. - Mateusz Gniewkowski; Pawel Walkowiak; Marek Klonowski; Tomasz Walkowiak (ICCS (1), 2025)

An Empirical Assessment of LLM-Based Approaches to Malicious Webpage Detection. - Gracjan Mak; Mateusz Gniewkowski; Pawel Walkowiak; Arkadiusz Janz (ICCS (2), 2025)

Is Heterogeneous Model Soup Tasty? A Multidimensional Evaluation of Diverse Model Soups in Language Model Alignment. - Dawid Motyka; Pawel Walkowiak; Julia Moska; Bartosz Zuk; Karolina Seweryn; Arkadiusz Janz (ICCS (4), 2025)

Unpacking Robustness in Inflectional Languages: Adversarial Evaluation and Mechanistic Insights. - Pawel Walkowiak; Marek Klonowski; Marcin Oleksy; Arkadiusz Janz (CoRR, 2025)