Predictive Uncertainty through Quantization

12 Oct 2018Bastiaan S. VeelingRianne van den BergMax Welling

High-risk domains require reliable confidence estimates from predictive models. Deep latent variable models provide these, but suffer from the rigid variational distributions used for tractable inference, which err on the side of overconfidence... (read more)

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