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Shuo Huai
ORCID
Publication Activity (10 Years)
Years Active: 2019-2023
Publications (10 Years): 24
Top Topics
Neural Architecture
Dot Product
Lightweight
Multipath
Top Venues
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
DAC
CoRR
ASP-DAC
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Publications
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Hui Chen
,
Di Liu
,
Shiqing Li
,
Shuo Huai
,
Xiangzhong Luo
,
Weichen Liu
MUGNoC: A Software-Configured Multicast-Unicast-Gather NoC for Accelerating CNN Dataflows.
ASP-DAC
(2023)
Shien Zhu
,
Shuo Huai
,
Guochu Xiong
,
Weichen Liu
iMAT: Energy-Efficient In-Memory Acceleration for Ternary Neural Networks With Sparse Dot Product.
ISLPED
(2023)
Xiangzhong Luo
,
Di Liu
,
Hao Kong
,
Shuo Huai
,
Hui Chen
,
Weichen Liu
LightNAS: On Lightweight and Scalable Neural Architecture Search for Embedded Platforms.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (6) (2023)
Shuo Huai
,
Di Liu
,
Xiangzhong Luo
,
Hui Chen
,
Weichen Liu
,
Ravi Subramaniam
Crossbar-Aligned & Integer-Only Neural Network Compression for Efficient in-Memory Acceleration.
ASP-DAC
(2023)
Shiqing Li
,
Shuo Huai
,
Weichen Liu
An Efficient Gustavson-Based Sparse Matrix-Matrix Multiplication Accelerator on Embedded FPGAs.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (12) (2023)
Xiangzhong Luo
,
Di Liu
,
Hao Kong
,
Shuo Huai
,
Hui Chen
,
Weichen Liu
SurgeNAS: A Comprehensive Surgery on Hardware-Aware Differentiable Neural Architecture Search.
IEEE Trans. Computers
72 (4) (2023)
Hao Kong
,
Xiangzhong Luo
,
Shuo Huai
,
Di Liu
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
,
Weichen Liu
EMNAPE: Efficient Multi-Dimensional Neural Architecture Pruning for EdgeAI.
DATE
(2023)
Shuo Huai
,
Hao Kong
,
Xiangzhong Luo
,
Shiqing Li
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
,
Weichen Liu
CRIMP: Compact & Reliable DNN Inference on In-Memory Processing via Crossbar-Aligned Compression and Non-ideality Adaptation.
ACM Trans. Embed. Comput. Syst.
22 (5s) (2023)
Shuo Huai
,
Di Liu
,
Hao Kong
,
Weichen Liu
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
Latency-constrained DNN architecture learning for edge systems using zerorized batch normalization.
Future Gener. Comput. Syst.
142 (2023)
Shuo Huai
,
Hao Kong
,
Xiangzhong Luo
,
Di Liu
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
,
Weichen Liu
On Hardware-Aware Design and Optimization of Edge Intelligence.
IEEE Des. Test
40 (6) (2023)
Hao Kong
,
Di Liu
,
Shuo Huai
,
Xiangzhong Luo
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
,
Weichen Liu
EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (12) (2023)
Hao Kong
,
Di Liu
,
Xiangzhong Luo
,
Shuo Huai
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
,
Weichen Liu
Towards Efficient Convolutional Neural Network for Embedded Hardware via Multi-Dimensional Pruning.
DAC
(2023)
Xiangzhong Luo
,
Di Liu
,
Hao Kong
,
Shuo Huai
,
Hui Chen
,
Weichen Liu
You only search once: on lightweight differentiable architecture search for resource-constrained embedded platforms.
DAC
(2022)
Xiangzhong Luo
,
Di Liu
,
Shuo Huai
,
Hao Kong
,
Hui Chen
,
Weichen Liu
Designing Efficient DNNs via Hardware-Aware Neural Architecture Search and Beyond.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
41 (6) (2022)
Hao Kong
,
Di Liu
,
Shuo Huai
,
Xiangzhong Luo
,
Weichen Liu
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
Smart Scissor: Coupling Spatial Redundancy Reduction and CNN Compression for Embedded Hardware.
ICCAD
(2022)
Hao Kong
,
Shuo Huai
,
Di Liu
,
Lei Zhang
,
Hui Chen
,
Shien Zhu
,
Shiqing Li
,
Weichen Liu
,
Manu Rastogi
,
Ravi Subramaniam
,
Madhu Athreya
,
M. Anthony Lewis
EDLAB: A Benchmark for Edge Deep Learning Accelerators.
IEEE Des. Test
39 (3) (2022)
Xiangzhong Luo
,
Di Liu
,
Hao Kong
,
Shuo Huai
,
Hui Chen
,
Weichen Liu
Work-in-Progress: What to Expect of Early Training Statistics? An Investigation on Hardware-Aware Neural Architecture Search.
CODES+ISSS
(2022)
Shuo Huai
,
Di Liu
,
Hao Kong
,
Xiangzhong Luo
,
Weichen Liu
,
Ravi Subramaniam
,
Christian Makaya
,
Qian Lin
Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems.
ICCD
(2022)
Xiangzhong Luo
,
Di Liu
,
Hao Kong
,
Shuo Huai
,
Hui Chen
,
Weichen Liu
You Only Search Once: On Lightweight Differentiable Architecture Search for Resource-Constrained Embedded Platforms.
CoRR
(2022)
Hui Chen
,
Peng Chen
,
Xiangzhong Luo
,
Shuo Huai
,
Weichen Liu
LAMP: Load-Balanced Multipath Parallel Transmission in Point-to-Point NoCs.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
41 (12) (2022)
Xiangzhong Luo
,
Di Liu
,
Shuo Huai
,
Weichen Liu
HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search.
DATE
(2021)
Shuo Huai
,
Lei Zhang
,
Di Liu
,
Weichen Liu
,
Ravi Subramaniam
ZeroBN: Learning Compact Neural Networks For Latency-Critical Edge Systems.
DAC
(2021)
Xiangzhong Luo
,
Di Liu
,
Shuo Huai
,
Weichen Liu
HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search.
CoRR
(2021)
Shuo Huai
,
Weining Song
,
Mengying Zhao
,
Xiaojun Cai
,
Zhiping Jia
Performance-aware Wear Leveling for Block RAM in Nonvolatile FPGAs.
DAC
(2019)