Hardware-aware neural architecture search and compression towards embedded intelligence

by Luo, Xiangzhong
Published 2023

HSCoNAS : hardware-software co-design of efficient DNNs via neural architecture search

by Luo, Xiangzhong, Liu, Di, Huai, Shuo, Liu, Weichen
Published 2022

Person re-identification via pose-aware multi-semantic learning

by Luo, Xiangzhong, Duong, Luan H. K., Liu, Weichen
Published 2023

EdgeNAS: discovering efficient neural architectures for edge systems

by Luo, Xiangzhong, Liu, Di, Kong, Hao, Liu, Weichen
Published 2023

Bringing AI to edge : from deep learning's perspective

by Liu, Di, Kong, Hao, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi
Published 2022

LAMP: load-balanced multipath parallel transmission in point-to-point NoCs

by Chen, Hui, Chen, Peng, Luo, Xiangzhong, Huai, Shuo, Liu, Weichen
Published 2022

An efficient sparse LSTM accelerator on embedded FPGAs with bandwidth-oriented pruning

by Li, Shiqing, Zhu, Shien, Luo, Xiangzhong, Luo, Tao, Liu, Weichen
Published 2023

HACScale : hardware-aware compound scaling for resource-efficient DNNs

by Kong, Hao, Liu, Di, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi
Published 2022

MARCO : a high-performance task mapping and routing co-optimization framework for point-to-point NoC-based heterogeneous computing systems

by Chen, Hui, Zhang, Zihao, Chen, Peng, Luo, Xiangzhong, Li, Shiqing, Liu, Weichen
Published 2022

Crossbar-aligned & integer-only neural network compression for efficient in-memory acceleration

by Huai, Shuo, Liu, Di, Luo, Xiangzhong, Chen, Hui, Liu, Weichen, Subramaniam, Ravi
Published 2023

Work-in-progress: what to expect of early training statistics? An investigation on hardware-aware neural architecture search

by Luo, Xiangzhong, Liu, Di, Kong, Hao, Huai, Shuo, Chen, Hui, Liu, Weichen
Published 2023

MUGNoC: a software-configured multicast-unicast-gather NoC for accelerating CNN dataflows

by Chen, Hui, Liu, Di, Li, Shiqing, Huai, Shuo, Luo, Xiangzhong, Liu, Weichen
Published 2023

SurgeNAS: a comprehensive surgery on hardware-aware differentiable neural architecture search

by Luo, Xiangzhong, Liu, Di, Kong, Hao, Huai, Shuo, Chen, Hui, Liu, Weichen
Published 2023

Designing efficient DNNs via hardware-aware neural architecture search and beyond

by Luo, Xiangzhong, Liu, Di, Huai, Shuo, Kong, Hao, Chen, Hui, Liu, Weichen
Published 2022

You only search once: on lightweight differentiable architecture search for resource-constrained embedded platforms

by Luo, Xiangzhong, Liu, Di, Kong, Hao, Huai, Shuo, Chen, Hui, Liu, Weichen
Published 2023

Seasonal variation in the relationship between leaf chlorophyll content and photosynthetic capacity

by Yu, Liyao, Luo, Xiangzhong, Croft, Holly, Rogers, Cheryl A, Chen, Jing M
Published 2024

Collate: collaborative neural network learning for latency-critical edge systems

by Huai, Shuo, Liu, Di, Kong, Hao, Luo, Xiangzhong, Liu, Weichen, Subramaniam, Ravi, Makaya, Christian, Lin, Qian
Published 2023

EvoLP: self-evolving latency predictor for model compression in real-time edge systems

by Huai, Shuo, Kong, Hao, Li, Shiqing, Luo, Xiangzhong, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
Published 2023

CRIMP: compact & reliable DNN inference on in-memory processing via crossbar-aligned compression and non-ideality adaptation

by Huai, Shuo, Kong, Hao, Luo, Xiangzhong, Li, Shiqing, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
Published 2023

On hardware-aware design and optimization of edge intelligence

by Huai, Shuo, Kong, Hao, Luo, Xiangzhong, Liu, Di, Subramaniam, Ravi, Makaya, Christian, Lin, Qian, Liu, Weichen
Published 2023