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Xin Xing

2 accepted papers

2020

Asymptotic Analysis of Sampling Estimators for Randomized Numerical Linear Algebra Algorithms

AISTATS 2020poster

The statistical analysis of Randomized Numerical Linear Algebra (RandNLA) algorithms within the past few years has mostly focused on their performance as point estimators. However, this is insufficient for conducting statistical inference, e.g., constructing confidence intervals and hypothesis test…

Cited by 78SourcePDFScholar
2020

Probabilistic Connection Importance Inference and Lossless Compression of Deep Neural Networks

ICLR 2020poster

Deep neural networks (DNNs) can be huge in size, requiring a considerable a mount of energy and computational resources to operate, which limits their applications in numerous scenarios. It is thus of interest to compress DNNs while maintaining their performance levels. We here propose a probabilis…

Cited by 8SourceScholar