350 citations · 554 across the 16 of their papers we have counts for
Showing 2018Show all
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stat.ML2018★ 3 cited
Prior Networks for Detection of Adversarial Attacks
Andrey Malinin, Mark Gales
Adversarial examples are considered a serious issue for safety critical applications of AI, such as finance, autonomous vehicle control and medicinal applications. Though significa…
stat.ML2018★ 350 cited
Predictive Uncertainty Estimation via Prior Networks
Andrey Malinin, Mark Gales
Estimating how uncertain an AI system is in its predictions is important to improve the safety of such systems. Uncertainty in predictive can result from uncertainty in model param…