The University of Southampton

Publications

Bi, Jia (2020) Improving training and inference for embedded machine learning. Doctoral Thesis, 130pp.

Xun, Lei (2021) Dataset for "Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms". University of Southampton doi:10.5258/SOTON/D1804 [Dataset]

Lou, Wei, Xun, Lei, Sabetsarvestani, Mohammadamin, Bi, Jia, Hare, Jonathon and Merrett, Geoff (2021) Dynamic-OFA: Runtime DNN architecture switching for performance scaling on heterogeneous embedded platforms. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2021. 9 pp .

Parry, Hishan (2021) Dataset for "Dynamic Transformer for Efficient Machine Translation on Embedded Devices". University of Southampton doi:10.5258/SOTON/D1908 [Dataset]

Parry, Hishan, Xun, Lei, Sabetsarvestani, Mohammadamin, Bi, Jia, Hare, Jonathon and Merrett, Geoff (2021) Dynamic transformer for efficient machine translation on embedded devices. In 3rd ACM/IEEE Workshop on Machine Learning for CAD (MLCAD'21). 6 pp . (In Press)

Bi, Jia (2021) Dataset for "GhostShiftAddNet: More Features from Energy-Efficient Operations". University of Southampton doi:10.5258/SOTON/D2007 [Dataset]

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