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Temporally Disentangled Representation Learning

Experiment results are showcased in Jupyter Notebooks in /tests folder. Each notebook contains the scripts for analysis and visualization for one specific experiment.

Run the scripts in scripts/run.sh to generate results for experiment.

Further details are documented within the code.

Requirements

To install it, create a conda environment with Python>=3.7 and follow the instructions below. Note, that the current implementation of LEAP requires a GPU.

conda create -n lily python=3.7
pip install -e .

Datasets

  • Synthetic data: python LiLY/tools/gen_dataset.py
  • Modified Cartpole: python LiLY/tools/extract_new.py
  • CMU Mocap databse: http://mocap.cs.cmu.edu/

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