Combining Generative and Discriminative Models for Hybrid Inference

Implementation of Combining Generative and Discriminative Models for Hybrid Inference on Python3, Pytorch 1.3

Dependencies: numpy, scipy, filterpy, pandas, pytorch

Linear dynamics

python3 exp1_linear.py

Non-linear dynamics - Lorenz attractor

python3 exp2_lorenz.py --taylor_K 0
python3 exp2_lorenz.py --taylor_K 1
python3 exp2_lorenz.py --taylor_K 2

Cite

@article{satorras2019combining,
  title={Combining Generative and Discriminative Models for Hybrid Inference},
  author={Satorras, Victor Garcia and Akata, Zeynep and Welling, Max},
  journal={arXiv preprint arXiv:1906.02547},
  year={2019}
}

The Robert Bosch GmbH is acknowledged for financial support