Explanation of what each file is

color_regions.ipynb: Some small experiments with the API used for the data generation process
color_regions.py: API for data generation process
finite_differences-colors.ipynb: Experiments with the RGB version of the model/data
finite_differences-hard.ipynb: Experiments with the "hard" version of the grey scale task + experimetns with the AutoEncoder + graphs of network response to changing random pixels
finite_differences_easy_greyscale.ipynb: Early experiments, with the "easy" version of the grey scale task (2 classes only)
finite_differences_medium_greyscale.ipynb: Experiments with "medium" version of task + experiments with PCA directions method + comparison with grad and grad*input methods + experiments on sparseness of map with strides vs. no strides
mechanistic_interpretation.ipynb: An attempt to explain the algorithm the network learns, under the mechanistic interpretability philosophy, done on a tiny version of the model

Read the paper here

Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
colorviz		colorviz
.gitignore		.gitignore
README.md		README.md
bird_pca_checks.ipynb		bird_pca_checks.ipynb
birds.ipynb		birds.ipynb
birds_imagenet.py		birds_imagenet.py
birds_pytorch_cvt_code.ipynb		birds_pytorch_cvt_code.ipynb
checkpoint		checkpoint
color_regions.ipynb		color_regions.ipynb
finite_differences-colors.ipynb		finite_differences-colors.ipynb
finite_differences-hard.ipynb		finite_differences-hard.ipynb
finite_differences_easy_greyscale.ipynb		finite_differences_easy_greyscale.ipynb
finite_differences_medium_greyscale.ipynb		finite_differences_medium_greyscale.ipynb
get_pca_dirs.py		get_pca_dirs.py
mechanistic_interpretation.ipynb		mechanistic_interpretation.ipynb
new-mechanistic-interp.ipynb		new-mechanistic-interp.ipynb
noisy_backgrounds-weight-decay.ipynb		noisy_backgrounds-weight-decay.ipynb
noisy_backgrounds.ipynb		noisy_backgrounds.ipynb
noisy_backgrounds_nonsense.ipynb		noisy_backgrounds_nonsense.ipynb
proof_of_concept_color_cnn.ipynb		proof_of_concept_color_cnn.ipynb
run_experiment.py		run_experiment.py
small_circles.ipynb		small_circles.ipynb
texture_dataset_experiments.ipynb		texture_dataset_experiments.ipynb

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