Camilo Carvajal Reyes

Unconditional flow-based time series generation with equivariance-regularised latent spaces

Flow-based models have proven successful for time-series generation, particularly when defined in lower-dimensional latent spaces that enable efficient sampling. However, how to design latent representations with desirable equivariance properties for time-series generative modelling remains underexp…