Publications

Preprints

• Yinong Huang, Jonah Botvinick-Greenhouse, and Yunan Yang. “Data-Adaptive Learning of Dynamical Systems by Matching Transfer Operators and Invariant Measures”. arXiv preprint arXiv:2607.00391 (2026).
• Jonah Botvinick-Greenhouse and Yunan Yang. “On the Unique Recovery of Transport Maps and Vector Fields from Finite Measure-Valued Data”. arXiv preprint arXiv:2604.07671 (2026).
• Jonah Botvinick-Greenhouse. “Invariant Measures for Data-Driven Dynamical System Identification: Analysis and Application”. arXiv preprint arXiv:2502.05204 (2025).

Refereed Journal Articles

• Jonah Botvinick-Greenhouse, Wael H. Ali, Mouhacine Benosman, and Saviz Mowlavi. “AB-PINNs: adaptive-basis physics-informed neural networks for residual-driven domain decomposition”. Machine Learning: Science and Technology 7.4 (July 2026), p. 045025. DOI: 10.1088/2632-2153/ae8638.
• Jonah Botvinick-Greenhouse, Maria Oprea, Romit Maulik, and Yunan Yang. “Measure-Theoretic Time-Delay Embedding”. Journal of Statistical Physics 192.171 (2025). DOI: 10.1007/s10955-025-03555-1.
• Jonah Botvinick-Greenhouse, Robert Martin, and Yunan Yang. “Invariant Measures in Time-Delay Coordinates for Unique Dynamical System Identification”. Physical Review Letters 135 (16 Oct. 2025), p. 167202. DOI: 10.1103/ppys-lx68.
• Jonah Botvinick-Greenhouse, Yunan Yang, and Romit Maulik. “Generative modeling of time-dependent densities via optimal transport and projection pursuit”. Chaos: An Interdisciplinary Journal of Nonlinear Science 33.10 (2023). DOI: 10.1063/5.0155783.
• Jonah Botvinick-Greenhouse, Robert Martin, and Yunan Yang. “Learning dynamics on invariant measures using PDE-constrained optimization”. Chaos: An Interdisciplinary Journal of Nonlinear Science 33.6 (2023). DOI: 10.1063/5.0149673.
• Aaron Kirtland, Jonah Botvinick-Greenhouse, Marianne DeBrito, Megan Osborne, Casey Johnson, Robert S. Martin, Samuel J. Araki, and Daniel Q. Eckhardt. “An unstructured mesh approach to nonlinear noise reduction for coupled systems”. SIAM Journal on Applied Dynamical Systems 22.4 (2023), pp. 2927–2944. DOI: 10.1137/22M152092X.

Conference Proceedings

• Yulong Liu, Jonah Botvinick-Greenhouse, Yunan Yang, and Chloé Arson. “Operator Learning Surrogate Modeling of Hydraulically Fractured Geothermal Injection-Production Systems: A Cornell Case Study”. Vol. 60th U.S. Rock Mechanics/Geomechanics Symposium. U.S. Rock Mechanics/Geomechanics Symposium. June 2026. DOI: 10.56952/ARMA-2026-0354.

Science Communication

• Jonah Botvinick-Greenhouse and Troy Shinbrot. “Juggling dynamics”. Physics Today 73.2 (2020), pp. 62–63. DOI: 10.1063/PT.3.4417.