Literature: Variational Autoencoders
Literature: Variational Autoencoders
Papers on variational autoencoders and their variants relevant to the project. Scope includes:
- foundational VAEs (Kingma and Welling, 2013);
- identifiability and nonlinear ICA framings of VAEs (Khemakhem et al., 2020);
- disentanglement-oriented variants (beta-VAE and follow-ups);
- posterior collapse diagnosis and mitigation;
- VAEs applied to autoregressive or sequence models;
- conditional VAEs and other structured-latent extensions.
Papers
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