├── .gitignore ├── LICENSE ├── README.md ├── paper_figures ├── classifier │ ├── .data-00000-of-00001 │ ├── .index │ └── checkpoint ├── fig-10-gradcam.ipynb ├── fig-12-reconstruction-losses-cat.ipynb ├── fig-14-reconstruction-gaussian-noise-binomial.ipynb ├── fig-15-reconstruction-gaussian-conv-noise.ipynb ├── fig-19-data-reduction-case-rank-4.ipynb ├── fig-20-reconstruction-data.ipynb ├── fig-4-noise-effects.ipynb ├── fig-7-classifier-performance.ipynb ├── fig-8-classify-photon-loss-noise.ipynb └── fig-9-prediction-gaussian-noise.ipynb ├── qst_nn ├── __init__.py ├── data │ ├── __init__.py │ ├── load.py │ └── preprocess.py ├── inference │ ├── __init__.py │ ├── classify.py │ ├── explain.py │ └── generate.py ├── models │ ├── __init__.py │ ├── classifier.py │ └── gan.py ├── ops.py ├── training │ ├── __init__.py │ ├── train_classifier.py │ └── train_gan.py └── utils.py ├── requirements.txt └── setup.py /.gitignore: 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