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

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

Smart scissor: coupling spatial redundancy reduction and CNN compression for embedded hardware

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