Projects with CITATION.cff

Updated 9 months ago

pythae • Rank 17.4 • Science 64%

Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)

benchmarking beta-vae comparison normalizing-flows pixel-cnn pytorch reproducibility reproducible-research vae vae-gan vae-implementation vae-pytorch variational-autoencoder vq-vae wasserstein-autoencoder

Updated 9 months ago

rapidae • Rank 6.6 • Science 67%

Explore, compare and develop autoencoder models with a back-end agnostic framework

autoencoder benchmarking jax keras3 pytorch recurrent-autoencoder reproducibility tensorflow vae variational-autoencoder

Updated 9 months ago

ima-vae • Rank 4.2 • Science 54%

This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).

disentanglement dsprites ica independent-component-analysis pytorch pytorch-lightning vae variational-autoencoder variational-inference wandb

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pythae • Rank 17.4 • Science 64%

rapidae • Rank 6.6 • Science 67%

ima-vae • Rank 4.2 • Science 54%