Accurate Estimation of Feature Importance Faithfulness for Tree Models. - Mateusz Gajewski; Adam Karczmarz; Mateusz Rapicki; Piotr Sankowski (AAAI, 2025)

Since Faithfulness Fails: The Performance Limits of Neural Causal Discovery. - Mateusz Olko; Mateusz Gajewski; Joanna Wojciechowska; Mikolaj Morzy; Piotr Sankowski; Piotr Milos (CoRR, 2025)

VARSHAP: Addressing Global Dependency Problems in Explainable AI with Variance-Based Local Feature Attribution. - Mateusz Gajewski; Mikolaj Morzy; Adam Karczmarz; Piotr Sankowski (CoRR, 2025)