├── .gitignore ├── README.md ├── doc ├── dae.bib └── gsn.bib ├── image_tiler.py ├── images ├── 1_layer_no_walkback │ ├── .directory │ ├── number_reconstruction200.png │ ├── samples_epoch_100.png │ ├── samples_epoch_150.png │ ├── samples_epoch_200.png │ └── samples_epoch_50.png ├── 1_layer_walkback │ ├── .directory │ ├── number_reconstruction120.png │ ├── samples_epoch_100.png │ ├── samples_epoch_120.png │ ├── samples_epoch_40.png │ ├── samples_epoch_60.png │ └── samples_epoch_80.png └── 2_layers │ ├── .directory │ ├── number_reconstruction250.png │ ├── samples_epoch_100.png │ ├── samples_epoch_25.png │ ├── samples_epoch_250.png │ ├── samples_epoch_5.png │ └── samples_epoch_50.png ├── likelihood_estimation_parzen.py ├── manifold_10d ├── kernel_density.py ├── test_samples.pkl ├── test_samples.png ├── train_samples.pkl └── valid_samples.pkl ├── model.py ├── run_dae_no_walkback.py ├── run_dae_walkback.py └── run_gsn.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/README.md -------------------------------------------------------------------------------- /doc/dae.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/doc/dae.bib -------------------------------------------------------------------------------- /doc/gsn.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/doc/gsn.bib -------------------------------------------------------------------------------- /image_tiler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/image_tiler.py -------------------------------------------------------------------------------- /images/1_layer_no_walkback/.directory: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_no_walkback/.directory -------------------------------------------------------------------------------- /images/1_layer_no_walkback/number_reconstruction200.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_no_walkback/number_reconstruction200.png -------------------------------------------------------------------------------- /images/1_layer_no_walkback/samples_epoch_100.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_no_walkback/samples_epoch_100.png -------------------------------------------------------------------------------- /images/1_layer_no_walkback/samples_epoch_150.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_no_walkback/samples_epoch_150.png -------------------------------------------------------------------------------- /images/1_layer_no_walkback/samples_epoch_200.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_no_walkback/samples_epoch_200.png -------------------------------------------------------------------------------- /images/1_layer_no_walkback/samples_epoch_50.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_no_walkback/samples_epoch_50.png -------------------------------------------------------------------------------- /images/1_layer_walkback/.directory: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/.directory -------------------------------------------------------------------------------- /images/1_layer_walkback/number_reconstruction120.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/number_reconstruction120.png -------------------------------------------------------------------------------- /images/1_layer_walkback/samples_epoch_100.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/samples_epoch_100.png -------------------------------------------------------------------------------- /images/1_layer_walkback/samples_epoch_120.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/samples_epoch_120.png -------------------------------------------------------------------------------- /images/1_layer_walkback/samples_epoch_40.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/samples_epoch_40.png -------------------------------------------------------------------------------- /images/1_layer_walkback/samples_epoch_60.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/samples_epoch_60.png -------------------------------------------------------------------------------- /images/1_layer_walkback/samples_epoch_80.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/1_layer_walkback/samples_epoch_80.png -------------------------------------------------------------------------------- /images/2_layers/.directory: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/.directory -------------------------------------------------------------------------------- /images/2_layers/number_reconstruction250.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/number_reconstruction250.png -------------------------------------------------------------------------------- /images/2_layers/samples_epoch_100.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/samples_epoch_100.png -------------------------------------------------------------------------------- /images/2_layers/samples_epoch_25.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/samples_epoch_25.png -------------------------------------------------------------------------------- /images/2_layers/samples_epoch_250.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/samples_epoch_250.png -------------------------------------------------------------------------------- /images/2_layers/samples_epoch_5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/samples_epoch_5.png -------------------------------------------------------------------------------- /images/2_layers/samples_epoch_50.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/images/2_layers/samples_epoch_50.png -------------------------------------------------------------------------------- /likelihood_estimation_parzen.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/likelihood_estimation_parzen.py -------------------------------------------------------------------------------- /manifold_10d/kernel_density.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/manifold_10d/kernel_density.py -------------------------------------------------------------------------------- /manifold_10d/test_samples.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/manifold_10d/test_samples.pkl -------------------------------------------------------------------------------- /manifold_10d/test_samples.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/manifold_10d/test_samples.png -------------------------------------------------------------------------------- /manifold_10d/train_samples.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/manifold_10d/train_samples.pkl -------------------------------------------------------------------------------- /manifold_10d/valid_samples.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/manifold_10d/valid_samples.pkl -------------------------------------------------------------------------------- /model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/model.py -------------------------------------------------------------------------------- /run_dae_no_walkback.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/run_dae_no_walkback.py -------------------------------------------------------------------------------- /run_dae_walkback.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/run_dae_walkback.py -------------------------------------------------------------------------------- /run_gsn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yaoli/GSN/HEAD/run_gsn.py --------------------------------------------------------------------------------