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Shuang Qin

2 accepted papers

2023

Birder: Communication-Efficient 1-bit Adaptive Optimizer for Practical Distributed DNN Training

NeurIPS 2023poster

Various gradient compression algorithms have been proposed to alleviate the communication bottleneck in distributed learning, and they have demonstrated effectiveness in terms of high compression ratios and theoretical low communication complexity. However, when it comes to practically training mod…

Cited by 1SourcePDFScholar
2023

Practical privacy-preserving Gaussian process regression via secret sharing

UAI 2023poster

Gaussian process regression (GPR) is a non-parametric model that has been used in many real-world applications that involve sensitive personal data (e.g., healthcare, finance, etc.) from multiple data owners. To fully and securely exploit the value of different data sources, this paper proposes a pr…

Cited by 10SourcePDFScholar