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20102026
most citedCan You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift

924 citations · 1.8k across the 26 of their papers we have counts for

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cs.LG2016★ 346 cited

Deep Variational Information Bottleneck

Alexander A. Alemi, Ian Fischer, Joshua V. Dillon +1

We present a variational approximation to the information bottleneck of Tishby et al. (1999). This variational approach allows us to parameterize the information bottleneck model u…