Unsupervised & Generative

• Auto-Encoding Variational Bayes (2013. 12)

  • VAE, Variational, Approximate

  • arXiv, note, code

• Generative Adversarial Networks (2014. 6)

  • GAN, Adversarial, Minimax

  • arXiv, note, code

• Deep Variational Bayes Filters: Unsupervised Learning of State Space Models from Raw Data (2016. 5)

  • DVBF, Variational Inference, SVGB

  • arXiv, open_review

• SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient (2016. 9)

  • Seq2Seq, GAN, RL

  • arXiv, note

• Structured Inference Networks for Nonlinear State Space Models (2016. 9)

  • Structured Variational Approximation, SVGB

  • arXiv

• beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework (2016. 11)

  • Beta-VAE, Disentangled

  • open_review

• A Disentangled Recognition and Nonlinear Dynamics Model for Unsupervised Learning (2017. 10)

  • Kalman VAE, LGSSM

  • arXiv

• Self-Attention Generative Adversarial Networks (2018. 5)

  • SAGAN, Attention-Driven, Spectral Normalization

  • arXiv