Lei Xun

According to our database, Lei Xun authored at least 11 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Dynamic DNNs and Runtime Management for Efficient Inference on Mobile/Embedded Devices.

Lei Xun, Jonathon S. Hare, Geoff V. Merrett

CoRR, 2024

Fluid Dynamic DNNs for Reliable and Adaptive Distributed Inference on Edge Devices.

Lei Xun, Mingyu Hu, Hengrui Zhao, Amit Kumar Singh, Jonathon S. Hare, Geoff V. Merrett

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

2023

The Energy Efficiency of Heterogeneous Cellular Networks Based on the Poisson Hole Process.

Yonghong Chen, Lei Xun, Shibing Zhang

Future Internet, February, 2023

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

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

Ultra-Low Power DNN Accelerators for IoT: Resource Characterization of the MAX78000.

Arthur Moss, Hyunjong Lee, Lei Xun, Chulhong Min, Fahim Kawsar, Alessandro Montanari

Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022

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

Low-Voltage Energy Efficient Neural Inference by Leveraging Fault Detection Techniques.

Mehdi Safarpour, Tommy Z. Deng, John Massingham, Lei Xun, Mohammad Sabokrou, Olli Silvén

Proceedings of the IEEE Nordic Circuits and Systems Conference, NorCAS 2021, Oslo, 2021

Dynamic Transformer for Efficient Machine Translation on Embedded Devices.

Hishan Parry, Lei Xun, Amin Sabet, Jia Bi, Jonathon S. Hare, Geoff V. Merrett

Proceedings of the 3rd ACM/IEEE Workshop on Machine Learning for CAD, 2021

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

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020

Optimising Resource Management for Embedded Machine Learning.

Lei Xun, Long Tran-Thanh, Bashir M. Al-Hashimi, Geoff V. Merrett

Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020