Eugenio Culurciello — accepted AI-conference papers

2018

Deep Predictive Coding Network for Object Recognition

Haiguang Wen, Kuan Han, Junxing Shi, Yizhen Zhang, Eugenio Culurciello, Zhongming Liu

ICML 2018oral

Based on the predictive coding theory in neuro- science, we designed a bi-directional and recur- rent neural net, namely deep predictive coding networks (PCN), that has feedforward, feedback, and recurrent connections. Feedback connections from a higher layer carry the prediction of its lower-layer…

Cited by 108 Source ↗PDF ↗Scholar ↗

2018

Deep Predictive Coding Network with Local Recurrent Processing for Object Recognition

Kuan Han, Haiguang Wen, Yizhen Zhang, Di Fu, Eugenio Culurciello, Zhongming Liu

NeurIPS 2018poster

Inspired by "predictive coding" - a theory in neuroscience, we develop a bi-directional and dynamic neural network with local recurrent processing, namely predictive coding network (PCN). Unlike feedforward-only convolutional neural networks, PCN includes both feedback connections, which carry top-d…

Cited by 80 Source ↗PDF ↗Scholar ↗