2026
Maximum-Likelihood Learning of Latent Dynamics Without Reconstruction
ICML 2026poster
We address the challenge of uncovering systematic, and potentially controllable, dynamical structure underlying complex high-dimensional time series data. Existing generative and autoregressive models have difficulty telling systematic content apart from distractors, while contrastive methods strugg…