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Hybrid Memoised Wake Sleep

Code for Hybrid Memoised Wake-Sleep. Cleaning up still in progress.

Bibtex:

@inproceedings{le2022hybrid,
  title={Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface},
  author={Tuan Anh Le and Katherine M. Collins and Luke Hewitt and Kevin Ellis and Siddharth N and Samuel Gershman and Joshua B. Tenenbaum},
  booktitle={International Conference on Learning Representations},
  year={2022},
  url={https://openreview.net/forum?id=auOPcdAcoy}
}

Installation

git clone git@github.com:tuananhle7/hmws.git
cd hmws
pip install .

or

pip install -e .

for editable mode.

Install Sid's "rws" branch of pyro

pip install git+https://github.com/iffsid/pyro.git@rws

Unit tests

pytest tests

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