Speaker: Barbara Lopez-Doriga, Ph.D. IDRE Postdoctoral Fellow Mechanical and Aerospace Engineering University of California Los Angeles Place: Virtual (Register here for the zoom link) Abstract: There is significant practical interest in understanding and modeling fluid systems, not only to gain insights into the complex dynamics that govern them, but also to enable their control...
Speaker: Mo Zhou, Ph.D. IDRE Postdoctoral Fellow Department of Mathematics (UCLA) University of California Los Angeles Place: Virtual (Link to the video recording) Abstract: Generative models, a cornerstone of modern AI, learn to approximate complex probability distributions and generate realistic data. A key challenge in these models is efficiently computing the “score function,”...
Speaker: Najoon Suh, Ph.D IDRE Fellow Department of Statistics and Data Science University of California Los Angeles Location: Zoom (Recording link) Abstract: In the work to be presented, we leverage the power of latent diffusion models to generate synthetic time series tabular data. Along with the temporal and feature correlations, the...