CIP-ES: Causal Input Perturbation for Explanation Surrogates. - Sebastian Steindl; Martin Surner (CACML, 2023)

CIML-R: Causally Informed Machine Learning Based on Feature Relevance. - Martin Surner; Abdelmajid Khelil (SDS, 2024)

Invariance Pair-Guided Learning: Enhancing Robustness in Neural Networks. - Martin Surner; Abdelmajid Khelil; Ludwig Bothmann (CoRR, 2025)