@inproceedings{stein2026tcdarena, doi = {}, pages = {}, year = {2026}, booktitle = {International Conference on Learning Representations (ICLR)}, author = {Gideon Stein and Niklas Penzel and Tristan Piater and Joachim Denzler}, title = {TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations}, }