Smaller World Models for Reinforcement Learning

Dream to control: Learning behaviors by latent imagination

Original

Hafner, D., Lillicrap, T., Ba, J., and Norouzi, M · 1912

Earlier work this paper cites.

Mixture density networks

Bishop, C. M · 1994

Earlier work this paper cites.

Mastering atari with discrete world models

Original

Hafner, D., Lillicrap, T., Norouzi, M., and Ba, J · 2010

Earlier work this paper cites.

Auto-encoding variational bayes

Kingma, D. P. and Welling, M · 2014

Earlier work this paper cites.

Convolutional lstm network: A machine learning approach for precipitation nowcasting

Shi, X., Chen, Z., Wang, H., Yeung, D.-Y., Wong, W.-k., and WOO, W.-c · 2015

Earlier work this paper cites.

Conditional image generation with pixelcnn decoders, 2016

van den Oord, A., Kalchbrenner, N., Vinyals, O., Espeholt, L., Graves, A., and Kavukcuoglu, K · 2016

Cited alongside, same era.

Stochastic variational video prediction

Original

Babaeizadeh, M., Finn, C., Erhan, D., Campbell, R. H., and Levine, S · 2017

Cited alongside, same era.

Proximal policy optimization algorithms

Original

Schulman, J., Wolski, F., Dhariwal, P., Radford, A., and Klimov, O · 2017

Cited alongside, same era.

Neural discrete representation learning

van den Oord, A., Vinyals, O., and kavukcuoglu, k · 2017

Cited alongside, same era.

Predrnn: Recurrent neural networks for predictive learning using spatiotemporal lstms

Wang, Y., Long, M., Wang, J., Gao, Z., and Yu, P. S · 2017

Cited alongside, same era.

Recurrent world models facilitate policy evolution

Ha, D. and Schmidhuber, J · 2018

Later among the works it cites.

PredRNN++: Towards a resolution of the deep-in-time dilemma in spatiotemporal predictive learning

Original

Wang, Y., Gao, Z., Long, M., Wang, J., and Philip, S. Y · 2018

Later among the works it cites.

The continuous bernoulli: fixing a pervasive error in variational autoencoders

Loaiza-Ganem, G. and Cunningham, J. P · 2019

Later among the works it cites.

Model based reinforcement learning for atari

Kaiser, L., Babaeizadeh, M., Miłos, P., Osiński, B., Campbell, R. H., Czechowski, K., Erhan, D., Finn, C., Kozakowski, P., Levine, S., Mohiuddin, A., Sepassi, R., Tucker, G., and Michalewski, H · 2020

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