@article{tcdarenaassessingrobustnessoftimeseriesc, title = {TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations}, author = {Gideon Stein and Niklas Penzel and Tristan Piater and Joachim Denzler}, year = {2026}, eprint = {2605.03045}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.03045}, }