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What is: TD-VAE?

SourceTemporal Difference Variational Auto-Encoder
Year2000
Data SourceCC BY-SA - https://paperswithcode.com

TD-VAE, or Temporal Difference VAE, is a generative sequence model that learns representations containing explicit beliefs about states several steps into the future, and that can be rolled out directly without single-step transitions. TD-VAE is trained on pairs of temporally separated time points, using an analogue of temporal difference learning used in reinforcement learning.