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Temporal Difference Variational Auto-Encoder
[article]
2019
arXiv
pre-print
To act and plan in complex environments, we posit that agents should have a mental simulator of the world with three characteristics: (a) it should build an abstract state representing the condition of the world; (b) it should form a belief which represents uncertainty on the world; (c) it should go beyond simple step-by-step simulation, and exhibit temporal abstraction. Motivated by the absence of a model satisfying all these requirements, we propose TD-VAE, a generative sequence model that
arXiv:1806.03107v3
fatcat:zokst3l3pfbjti5t6j7ttqrncu