The regularisation algorithm described in "Variational Auto-Regularized Alignment for Sim-to-Real Control":

1. Simulate inputs
2. Train VAE's decoder on the simulated inputs
3. Train VAE's encoder with the pre-trained decoder on real inputs
4. Take the updated simulation parameters from the encoder and repeat from step 1.