55 citations · 69 across the 15 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
cs.IT2019★ 1 cited
Asymptotically Optimal One- and Two-Sample Testing with Kernels
Shengyu Zhu, Biao Chen, Zhitang Chen +1
We characterize the asymptotic performance of nonparametric one- and two-sample testing. The exponential decay rate or error exponent of the type-II error probability is used as th…
cs.LG2019★ 55 cited
Analyzing Deep Neural Networks with Symbolic Propagation: Towards Higher Precision and Faster Verification
Jianlin Li, Pengfei Yang, Jiangchao Liu +3
Deep neural networks (DNNs) have been shown lack of robustness for the vulnerability of their classification to small perturbations on the inputs. This has led to safety concerns o…