LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation

article LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation published Fabian Lukassen author Christoph Weisser author 2641380000-0003-0616-1027 Michael Schlee author Manish Kumar author Anton Thielmann author Benjamin Säfken author Thomas Kneib author Alexander Silbersdorff author Arxiv2026 eng Preprint10.48550/arXiv.2601.02957 Lukassen, F., Weisser, C., Schlee, M., Kumar, M., Thielmann, A., Säfken, B., … Silbersdorff, A. (2026). LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation. Preprint. <a href="https://doi.org/10.48550/arXiv.2601.02957">https://doi.org/10.48550/arXiv.2601.02957</a> @article{Lukassen_Weisser_Schlee_Kumar_Thielmann_Säfken_Kneib_Silbersdorff_2026, title={LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation}, DOI={<a href="https://doi.org/10.48550/arXiv.2601.02957">10.48550/arXiv.2601.02957</a>}, journal={Preprint}, publisher={Arxiv}, author={Lukassen, Fabian and Weisser, Christoph and Schlee, Michael and Kumar, Manish and Thielmann, Anton and Säfken, Benjamin and Kneib, Thomas and Silbersdorff, Alexander}, year={2026} } Lukassen, Fabian ; Weisser, Christoph ; Schlee, Michael ; Kumar, Manish ; Thielmann, Anton ; Säfken, Benjamin ; Kneib, Thomas ; Silbersdorff, Alexander: LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation. In: Preprint, Arxiv (2026) F. Lukassen et al., “LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation,” Preprint, 2026. Lukassen F, Weisser C, Schlee M, et al. LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation. Preprint. 2026. doi:<a href="https://doi.org/10.48550/arXiv.2601.02957">10.48550/arXiv.2601.02957</a> Lukassen, Fabian, et al. “LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation.” Preprint, Arxiv, 2026, doi:<a href="https://doi.org/10.48550/arXiv.2601.02957">10.48550/arXiv.2601.02957</a>. Lukassen, Fabian, Christoph Weisser, Michael Schlee, Manish Kumar, Anton Thielmann, Benjamin Säfken, Thomas Kneib, and Alexander Silbersdorff. “LLM-Augmented Change Point Detection: A Methodological Framework for Ensemble Detection and Automated Explanation.” Preprint, 2026. <a href="https://doi.org/10.48550/arXiv.2601.02957">https://doi.org/10.48550/arXiv.2601.02957</a>. F. Lukassen, C. Weisser, M. Schlee, M. Kumar, A. Thielmann, B. Säfken, T. Kneib, A. Silbersdorff, Preprint (2026). 69602026-06-01T14:04:53Z2026-06-02T13:36:39Z