Click here to see all papers in nips2019
Variational Temporal AbstractionEI
NeurIPS, pp. 11566-11575, 2019.
We introduce a variational approach to learning and inference of temporally hierarchical structure and representation for sequential data. We propose the Variational Temporal Abstraction (VTA), a hierarchical recurrent state space model that can infer the latent temporal structure and thus perform the stochastic state transition hierarchi...More