Polarity is all you need to learn and transfer faster

This repository is the official implementation of "Polarity is all you need to learn and transfer faster".

Requirements

All experiments and analysis were performed within the following docker environment, which could be setup as following.

docker build -t weightpolarity .
docker run --gpus all -v ${PWD}:/workspace --name weightpolarity weightpolarity

Experiments, analysis and results are seperated into two parts:

XOR-5D experiments. Related code is in folder XOR. To reproduce the experiments and analysis in the paper, please refer to the jupyterLab notebook tutorial_XOR.ipynb. To access the experimental data and training data, please go here
CV experiments. Related code is in folder CV. To reproduce the experiments and analysis in the paper, please refer to the jupyterLab notebook tutorial_CV.ipynb. To access the experimental data and training data, please go here