A collection of papers on predictive coding for deep learning.
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Representation Learning with Contrastive Predictive Coding Aaron van den Oord, Yazhe Li, Oriol Vinyals 2019 [pdf]
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Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff, Aravind Srinivas, Jeffrey De Fauw, Ali Razavi, Carl Doersch, S. M. Ali Eslami, Aaron van den Oord 2020 [pdf]
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Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning William Lotter, Gabriel Kreiman, David Cox 2017 [pdf]
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Temporal Predictive Coding For Model-Based Planning In Latent Space Tung Nguyen, Rui Shu, Tuan Pham, Hung Bui, Stefano Ermon 2021 [pdf]
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Memory-augmented Dense Predictive Coding for Video Representation Learning Tengda Han, Weidi Xie, Andrew Zisserman 2020 [pdf]
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Predictive Coding, Variational Autoencoders, and Biological Connections Joseph Marino 2021 [pdf]