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ext_theory's Introduction

This repo contains code for the NeurIPS submission "A General Theory on Correct, Incorrect, and Extrinsic Equivariance"

Requirements

  1. Install PyTorch (recommended 1.10.2)
  2. pip install -r requirements.txt

Swiss Roll Experiment

cd spiral
python main.py --model=dssz // invariant network
python main.py --model=mlp // unconstained network

Square Experiment

cd square
python main.py 

Regression Experiment

cd regression
python main.py

MNIST Experiment

cd mnist
python main.py --model=d4 // D4 network
python main.py --model=cnn // CNN networ

Printed Digit Experiment

cd print_digit
python main.py --model=d4 // D4 network
python main.py --model=cnn // CNN networ

Robotic Experiment

cd robotic

See the README.md in the robotic subfolder.

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