Contrastive Predictive Coding

A self-supervised representation learning method that trains an encoder to predict future latent representations from current observations. CPC learns temporally coherent representations by solving the pretext task of identifying the correct future frame among distractors. In robotics, CPC pre-trains visual encoders from unlabeled robot video, improving downstream manipulation policy performance.