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Chengde Qian

2 accepted papers

2024

ByMI: Byzantine Machine Identification with False Discovery Rate Control

ICML 2024poster

Various robust estimation methods or algorithms have been proposed to hedge against Byzantine failures in distributed learning. However, there is a lack of systematic approaches to provide theoretical guarantees of significance in detecting those Byzantine machines. In this paper, we develop a gener…

Cited by 1SourcePDFScholar
2021

A Receptor Skeleton for Capsule Neural Networks

ICML 2021spotlight

In previous Capsule Neural Networks (CapsNets), routing algorithms often performed clustering processes to assemble the child capsules’ representations into parent capsules. Such routing algorithms were typically implemented with iterative processes and incurred high computing complexity. This paper…

Cited by 6SourcePDFScholar