Figure 1. Conditional dependencies in perceptual and response models.

The lines indicate conditional dependence among the variables in each model (broken lines indicate probabilistic dependencies and solid lines indicate deterministic dependencies). Left: perceptual and response models. Right: Implicit generative model, where the perceptual model is assumed to be inverted under ideal Bayesian assumptions to provide a mapping (through recognition) from sensory input to observed subject responses.