├── LICENSE ├── README.md ├── block_diagonalization.ipynb ├── configs ├── 3dshapes │ └── lstsq │ │ ├── lstsq.yml │ │ ├── lstsq_multi.yml │ │ ├── lstsq_rec.yml │ │ ├── neuralM.yml │ │ └── neural_trans.yml ├── mnist │ ├── lstsq │ │ ├── lstsq.yml │ │ ├── lstsq_multi.yml │ │ ├── lstsq_rec.yml │ │ ├── neuralM.yml │ │ ├── neuralM_latentpred.yml │ │ └── neural_trans.yml │ └── simclr │ │ ├── cpc.yml │ │ └── simclr.yml ├── mnist_accl │ └── lstsq │ │ ├── holstsq.yml │ │ ├── lstsq.yml │ │ └── neural_trans.yml ├── mnist_bg │ ├── lstsq │ │ ├── lstsq.yml │ │ ├── lstsq_multi.yml │ │ ├── lstsq_rec.yml │ │ ├── neuralM.yml │ │ ├── neuralM_latentpred.yml │ │ └── neural_trans.yml │ └── simclr │ │ ├── cpc.yml │ │ └── simclr.yml └── smallNORB │ └── lstsq │ ├── lstsq.yml │ ├── lstsq_multi.yml │ ├── lstsq_rec.yml │ ├── neuralM.yml │ └── neural_trans.yml ├── datasets ├── __init__.py ├── seq_mnist.py ├── small_norb.py └── three_dim_shapes.py ├── equivariance_error.ipynb ├── extrp.ipynb ├── figs ├── comp_error_3dshapes.pdf ├── comp_error_mnist.pdf ├── comp_error_mnist_accl.pdf ├── comp_error_mnist_bg.pdf ├── comp_error_mnist_bg_full.pdf ├── comp_error_smallNORB.pdf ├── disentangle_3dshapes.pdf ├── disentangle_mnist.pdf ├── disentangle_mnist_bg.pdf ├── disentangle_mnist_bg_full.pdf ├── disentangle_smallNORB.pdf ├── equiv_error_3dshapes.pdf ├── equiv_error_mnist.pdf ├── equiv_error_mnist_accl.pdf ├── equiv_error_mnist_bg.pdf ├── equiv_error_mnist_bg_full.pdf ├── equiv_error_smallNORB.pdf ├── sbd_3dshapes.pdf ├── sbd_3dshapes_component0.pdf ├── sbd_3dshapes_component1.pdf ├── sbd_3dshapes_component2.pdf ├── sbd_3dshapes_component3.pdf ├── sbd_3dshapes_component5.pdf ├── sbd_3dshapes_components.pdf ├── sbd_mnist.pdf ├── sbd_mnist_bg.pdf ├── sbd_mnist_bg_components.pdf ├── sbd_mnist_bg_full.pdf ├── sbd_mnist_bg_full_component0.pdf ├── sbd_mnist_bg_full_component1.pdf ├── sbd_mnist_bg_full_component2.pdf ├── sbd_mnist_bg_full_components.pdf ├── sbd_mnist_component0.pdf ├── sbd_mnist_component1.pdf ├── sbd_mnist_component2.pdf ├── sbd_smallNORB.pdf ├── sbd_smallNORB_component0.pdf ├── sbd_smallNORB_component1.pdf ├── sbd_smallNORB_component2.pdf ├── sbd_smallNORB_component3.pdf ├── sbd_smallNORB_component4.pdf ├── sbd_smallNORB_component5.pdf └── sbd_smallNORB_components.pdf ├── gen_images.ipynb ├── gen_images ├── 3dshapes_lstsq.png ├── 3dshapes_lstsq_multi.png ├── 3dshapes_lstsq_rec.png ├── 3dshapes_neuralM.png ├── 3dshapes_neural_trans.png ├── mnist_accl_holstsq_equiv.png ├── mnist_bg_full_lstsq.png ├── mnist_bg_full_lstsq_multi.png ├── mnist_bg_full_lstsq_rec.png ├── mnist_bg_full_neuralM.png ├── mnist_bg_full_neural_trans.png ├── mnist_bg_lstsq.png ├── mnist_bg_lstsq_multi.png ├── mnist_bg_lstsq_rec.png ├── mnist_bg_neuralM.png ├── mnist_bg_neural_trans.png ├── mnist_lstsq.png ├── mnist_lstsq_multi.png ├── mnist_lstsq_rec.png ├── mnist_neuralM.png ├── mnist_neural_trans.png ├── smallNORB_lstsq.png ├── smallNORB_lstsq_multi.png ├── 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