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May, 2023
利用新兴协方差进行概率计算:迈向有效的不确定性量化
Probabilistic Computation with Emerging Covariance: towards efficient uncertainty quantification
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Hengyuan Ma, Yang Qi, Li Zhang, Wenlian Lu, Jianfeng Feng
TL;DR
通过截断概率表示的前两个矩阵(均值和协方差),我们开发了一个高效且可解释的概率计算框架,首先对平均数进行监管以优化任务目标,然后自动捕获模型预测的不确定性。
Abstract
Building robust, interpretable, and secure
artificial intelligence
system requires some degree of quantifying and representing
uncertainty
via a probabilistic perspective, as it allows to mimic human cognitive ab
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