Sweekar Piya

Meta-iLaD: Identifiable Latent Dynamics via Meta-Learning of Dynamics Environments

Learning *latent dynamics* is central to assessing current states and forecasting future trajectories for high-dimensional time series. For locally-stationary latent dynamics of the form $\mathcal{F}(\mathbf{z}_{<t}; \mathbf{c})$ with latent dynamics state $\mathbf{z}_t$ and environment variable $\m…