Optimising Resource Management for Embedded Machine Learning. - Lei Xun; Long Tran-Thanh; Bashir M. Al-Hashimi; Geoff V. Merrett (DATE, 2020)

Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms. - Wei Lou; Lei Xun; Amin Sabet; Jia Bi; Jonathon S. Hare; Geoff V. Merrett (CVPR Workshops, 2021)

Dynamic Transformer for Efficient Machine Translation on Embedded Devices. - Hishan Parry; Lei Xun; Amin Sabet; Jia Bi; Jonathon S. Hare; Geoff V. Merrett (MLCAD, 2021)

Low-Voltage Energy Efficient Neural Inference by Leveraging Fault Detection Techniques. - Mehdi Safarpour; Tommy Z. Deng; John Massingham; Lei Xun; Mohammad Sabokrou; Olli Silvén (NorCAS, 2021)

Incremental Training and Group Convolution Pruning for Runtime DNN Performance Scaling on Heterogeneous Embedded Platforms. - Lei Xun; Long Tran-Thanh; Bashir M. Al-Hashimi; Geoff V. Merrett (CoRR, 2021)

Ultra-Low Power DNN Accelerators for IoT: Resource Characterization of the MAX78000. - Arthur Moss; Hyunjong Lee; Lei Xun; Chulhong Min; Fahim Kawsar; Alessandro Montanari (SenSys, 2022)

Dynamic DNNs Meet Runtime Resource Management on Mobile and Embedded Platforms. - Lei Xun; Bashir M. Al-Hashimi; Jonathon S. Hare; Geoff V. Merrett (CoRR, 2022)

A High-Level Approach for Energy Efficiency Improvement of FPGAs by Voltage Trimming. - Mehdi Safarpour; Lei Xun; Geoff V. Merrett; Olli Silvén (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

The Energy Efficiency of Heterogeneous Cellular Networks Based on the Poisson Hole Process. - Yonghong Chen; Lei Xun; Shibing Zhang (Future Internet, 2023)

Fluid Dynamic DNNs for Reliable and Adaptive Distributed Inference on Edge Devices. - Lei Xun; Mingyu Hu; Hengrui Zhao; Amit Kumar Singh 002; Jonathon S. Hare; Geoff V. Merrett (DATE, 2024)

Dynamic DNNs and Runtime Management for Efficient Inference on Mobile/Embedded Devices. - Lei Xun; Jonathon S. Hare; Geoff V. Merrett (CoRR, 2024)

Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems. - Hengrui Zhao; Lei Xun; Jagmohan Chauhan; Geoff V. Merrett (DATE, 2025)

Realization of Early-Exit Dynamic Neural Networks on Reconfigurable Hardware. - Anastasios Dimitriou; Lei Xun; Jonathon S. Hare; Geoff V. Merrett (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)