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Zoom Password: 123 Abstract: Learning dynamical systems in the presence of measurement noise, sparse observations, and uncertainty is a central challenge in data-driven science and engineering. In this talk, I will present new methods based on measure transport that target long-term statistical behavior rather than pointwise time-series reconstruction, making them well suited to regimes where…