Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies

One approach might be to capture the important structure of the current environment in a maximally compact way (to preserve capacity for future learning). Such learning is likely to result in positive transfer if future training domains share some structural similarity with the old ones.