TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations

Gideon Stein, Niklas Penzel, Tristan Piater +1

Causal Discovery (CD) is a powerful framework for scientific inquiry. Yet, its practical adoption is hindered by a reliance on strong, often unverifiable assumptions and a lack of…