├── LICENSE ├── MNISTExperiment.py ├── MonotonicMLP.py ├── Presentation ├── LICENSE ├── README.md ├── UMNN_Benelearn_2019.pdf ├── assets │ ├── auto-render.min.js │ ├── fonts │ │ ├── FontAwesome.otf │ │ ├── KaTeX_AMS-Regular.eot │ │ ├── KaTeX_AMS-Regular.ttf │ │ ├── KaTeX_AMS-Regular.woff │ │ ├── KaTeX_AMS-Regular.woff2 │ │ ├── KaTeX_Caligraphic-Bold.eot │ │ ├── KaTeX_Caligraphic-Bold.ttf │ │ ├── KaTeX_Caligraphic-Bold.woff │ │ ├── KaTeX_Caligraphic-Bold.woff2 │ │ ├── KaTeX_Caligraphic-Regular.eot │ │ ├── KaTeX_Caligraphic-Regular.ttf │ │ ├── KaTeX_Caligraphic-Regular.woff │ │ ├── KaTeX_Caligraphic-Regular.woff2 │ │ ├── KaTeX_Fraktur-Bold.eot │ │ ├── KaTeX_Fraktur-Bold.ttf │ │ ├── KaTeX_Fraktur-Bold.woff │ │ ├── KaTeX_Fraktur-Bold.woff2 │ │ ├── KaTeX_Fraktur-Regular.eot │ │ ├── KaTeX_Fraktur-Regular.ttf │ │ ├── KaTeX_Fraktur-Regular.woff │ │ ├── KaTeX_Fraktur-Regular.woff2 │ │ ├── KaTeX_Main-Bold.eot │ │ ├── KaTeX_Main-Bold.ttf │ │ ├── KaTeX_Main-Bold.woff │ │ ├── KaTeX_Main-Bold.woff2 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KaTeX_SansSerif-Regular.woff │ │ ├── KaTeX_SansSerif-Regular.woff2 │ │ ├── KaTeX_Script-Regular.eot │ │ ├── KaTeX_Script-Regular.ttf │ │ ├── KaTeX_Script-Regular.woff │ │ ├── KaTeX_Script-Regular.woff2 │ │ ├── KaTeX_Size1-Regular.eot │ │ ├── KaTeX_Size1-Regular.ttf │ │ ├── KaTeX_Size1-Regular.woff │ │ ├── KaTeX_Size1-Regular.woff2 │ │ ├── KaTeX_Size2-Regular.eot │ │ ├── KaTeX_Size2-Regular.ttf │ │ ├── KaTeX_Size2-Regular.woff │ │ ├── KaTeX_Size2-Regular.woff2 │ │ ├── KaTeX_Size3-Regular.eot │ │ ├── KaTeX_Size3-Regular.ttf │ │ ├── KaTeX_Size3-Regular.woff │ │ ├── KaTeX_Size3-Regular.woff2 │ │ ├── KaTeX_Size4-Regular.eot │ │ ├── KaTeX_Size4-Regular.ttf │ │ ├── KaTeX_Size4-Regular.woff │ │ ├── KaTeX_Size4-Regular.woff2 │ │ ├── KaTeX_Typewriter-Regular.eot │ │ ├── KaTeX_Typewriter-Regular.ttf │ │ ├── KaTeX_Typewriter-Regular.woff │ │ ├── KaTeX_Typewriter-Regular.woff2 │ │ ├── fontawesome-webfont.eot │ │ ├── fontawesome-webfont.svg │ │ ├── fontawesome-webfont.ttf │ │ ├── fontawesome-webfont.woff │ │ └── fontawesome-webfont.woff2 │ ├── grid.css │ ├── katex.min.css │ ├── katex.min.js │ ├── logo_ulg.png │ ├── remark-latest.min.js │ └── style.css ├── figures │ ├── 8gaussians.pdf │ ├── 8gaussians.png │ ├── Capture d’écran 2019-10-16 à 17.21.34.png │ ├── GMM.png │ ├── MNIST.png │ ├── OutOfMemory.png │ ├── UMNN_Archi.pdf │ ├── UMNN_Archi.png │ ├── UMNN_backward.pdf │ ├── UMNN_backward.png │ ├── UMNN_forward.pdf │ ├── UMNN_forward.png │ ├── all_flow.png │ ├── awehenkel.jpg │ ├── awehenkel2.png │ ├── cubes.png │ ├── density_1.png │ ├── density_2.png │ ├── density_3.png │ ├── density_estimation.png │ ├── dfx.pdf │ ├── dfx.png │ ├── flow2.png │ ├── flow_3700.png │ ├── fnrs.png │ ├── fx.pdf │ ├── fx.png │ ├── fx_cloud.pdf │ ├── fx_cloud.png │ ├── glouppe.jpg │ ├── glouppe2.png │ ├── glouppe3.png │ ├── jacobian_image.png │ ├── net.pdf │ ├── net.png │ ├── noise.pdf │ ├── noise.png │ ├── right_arrow.png │ ├── rightarrow.pdf │ ├── rightarrow.png │ ├── samples.png │ ├── tm.jpg │ ├── turing.jpg │ ├── ulg.png │ └── uliege-logo-gris-300.jpg ├── index.html └── talk.md ├── ToyExperiments.py ├── TrainVaeFlow.py ├── UCIExperiments.py ├── datasets ├── __init__.py ├── bsds300.py ├── download_datasets.py ├── gas.py ├── hepmass.py ├── miniboone.py └── power.py ├── doc ├── CHANGELOG.md ├── DEV_SETUP.md ├── PUBLISHING_GUIDE.md ├── QUICK_PUBLISH.md └── README.md ├── environment.yml ├── figures ├── MNIST │ ├── MNIST_3_075.png │ ├── dif_temps.png │ └── uncond_dif_temp_mnist.png ├── Monotonicity.png ├── archi.png └── toy │ └── all_flow.png ├── lib ├── __init__.py ├── dataloader.py ├── toy_data.py ├── transform.py ├── utils.py └── visualize_flow.py ├── models ├── UMNN │ ├── MonotonicNN.py │ ├── NeuralIntegral.py │ ├── ParallelNeuralIntegral.py │ ├── UMNNMAF.py │ ├── UMNNMAFFlow.py │ ├── __init__.py │ ├── made.py │ └── spectral_normalization.py ├── __init__.py └── vae_lib │ ├── LICENSE │ ├── __init__.py │ ├── models │ ├── CNFVAE.py │ ├── VAE.py │ ├── __init__.py │ 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