Hierarchical Indian Buffet Neural Networks for Bayesian Continual Learning

Samuel Kessler
Samuel Kessler
Stefan Zohren
Stefan Zohren
Stephen Roberts
Stephen Roberts

arXiv, pp. arXiv: 1912.022902019.

Cited by: 2|Views7

Abstract:

We place an Indian Buffet process (IBP) prior over the structure of a Bayesian Neural Network (BNN), thus allowing the complexity of the BNN to increase and decrease automatically. We further extend this model such that the prior on the structure of each hidden layer is shared globally across all layers, using a Hierarchical-IBP (H-IBP). ...More

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