Studying Variational Autoencoders

References

  • Arxiv Insights (2018. 2. 25.) Variational Autoencoders. YouTube. [YouTube]
  • Diederik P. Kingma, and Max Welling (2014). Auto-Encoding Variational Bayes. ICLR 2014. [paper]
  • Higgins, I., Matthey, L., Pal, A., Burgess, C., Glorot, X., Botvinick, M., … & Lerchner, A. (2017). beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework. ICLR 2017. [paper]
  • Higgins, I., Matthey, L., Glorot, X., Pal, A., Uria, B., Blundell, C., … & Lerchner, A. (2016). Early visual concept learning with unsupervised deep learning. arXiv preprint arXiv:1606.05579. [paper]
  • Higgins, I., Pal, A., Rusu, A., Matthey, L., Burgess, C., Pritzel, A., … & Lerchner, A. (2017). DARLA: Improving zero-shot transfer in reinforcement learning. In Proceedings of the 34th International Conference on Machine Learning-Volume 70 (pp. 1480-1490). [paper]

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