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Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding
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- 1 Intro
- 2 Overview
- 3 What is Disentanglement?
- 4 Disentanglement Methods
- 5 What about time?
- 6 Time Contrastive Learning (TCL)
- 7 Why does this work?
- 8 Permutation Contrastive Learning (PCL)
- 9 What about reality?
- 10 Identifiability Proof Intuition
- 11 Slow Variational Autoencoder (Slow VAE)
- 12 Disentanglement Lib
- 13 Results on DSprites
- 14 Results on KITTI Masks
- 15 Natural Sprites and KITTI Masks
- 16 PCL & Ada-GVAE
- 17 PCL Simulation
- 18 Open Questions
