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Trung Q Trinh

1 accepted papers

2022

Tackling covariate shift with node-based Bayesian neural networks

ICML 2022oral

Bayesian neural networks (BNNs) promise improved generalization under covariate shift by providing principled probabilistic representations of epistemic uncertainty. However, weight-based BNNs often struggle with high computational complexity of large-scale architectures and datasets. Node-based BNN…