59 citations · 89 across the 4 of their papers we have counts for
4 papers
Rademacher complexity of noisy quantum circuits
Kaifeng Bu, Dax Enshan Koh, Lu Li +2
Noise in quantum systems is a major obstacle to implementing many quantum algorithms on large quantum circuits. In this work, we study the effects of noise on the Rademacher comple…
Effects of quantum resources on the statistical complexity of quantum circuits
Kaifeng Bu, Dax Enshan Koh, Lu Li +2
We investigate how the addition of quantum resources changes the statistical complexity of quantum circuits by utilizing the framework of quantum resource theories. Measures of sta…
On the statistical complexity of quantum circuits
Kaifeng Bu, Dax Enshan Koh, Lu Li +2
In theoretical machine learning, the statistical complexity is a notion that measures the richness of a hypothesis space. In this work, we apply a particular measure of statistical…
Depth-Width Trade-offs for Neural Networks via Topological Entropy
Kaifeng Bu, Yaobo Zhang, Qingxian Luo
One of the central problems in the study of deep learning theory is to understand how the structure properties, such as depth, width and the number of nodes, affect the expressivit…