Xiangzhong Luo - researchr alias

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Viewing Publication 1 - 26 from 26

2023

MUGNoC: A Software-Configured Multicast-Unicast-Gather NoC for Accelerating CNN DataflowsHui Chen 0016, Di Liu 0002, Shiqing Li, Shuo Huai, Xiangzhong Luo, Weichen Liu. aspdac 2023: 308-313 [doi]

CRIMP: Compact & Reliable DNN Inference on In-Memory Processing via Crossbar-Aligned Compression and Non-ideality AdaptationShuo Huai, Hao Kong, Xiangzhong Luo, Shiqing Li, Ravi Subramaniam, Christian Makaya, Qian Lin 0001, Weichen Liu. tecs, 22(5s), October 2023. [doi]

On Hardware-Aware Design and Optimization of Edge IntelligenceShuo Huai, Hao Kong, Xiangzhong Luo, Di Liu 0002, Ravi Subramaniam, Christian Makaya, Qian Lin 0001, Weichen Liu. dt, 40(6):149-162, December 2023. [doi]

Crossbar-Aligned & Integer-Only Neural Network Compression for Efficient in-Memory AccelerationShuo Huai, Di Liu 0002, Xiangzhong Luo, Hui Chen 0016, Weichen Liu, Ravi Subramaniam. aspdac 2023: 234-239 [doi]

EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAIHao Kong, Di Liu 0002, Shuo Huai, Xiangzhong Luo, Ravi Subramaniam, Christian Makaya, Qian Lin 0001, Weichen Liu. tcad, 42(12):4657-4670, December 2023. [doi]

Towards Efficient Convolutional Neural Network for Embedded Hardware via Multi-Dimensional PruningHao Kong, Di Liu 0002, Xiangzhong Luo, Shuo Huai, Ravi Subramaniam, Christian Makaya, Qian Lin 0001, Weichen Liu. dac 2023: 1-6 [doi]

EMNAPE: Efficient Multi-Dimensional Neural Architecture Pruning for EdgeAIHao Kong, Xiangzhong Luo, Shuo Huai, Di Liu 0002, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu. date 2023: 1-2 [doi]

An Efficient Sparse LSTM Accelerator on Embedded FPGAs with Bandwidth-Oriented PruningShiqing Li, Shien Zhu, Xiangzhong Luo, Tao Luo, Weichen Liu. fpl 2023: 42-48 [doi]

LightNAS: On Lightweight and Scalable Neural Architecture Search for Embedded PlatformsXiangzhong Luo, Di Liu 0002, Hao Kong, Shuo Huai, Hui Chen 0016, Weichen Liu. tcad, 42(6):1784-1797, June 2023. [doi]

SurgeNAS: A Comprehensive Surgery on Hardware-Aware Differentiable Neural Architecture SearchXiangzhong Luo, Di Liu 0002, Hao Kong, Shuo Huai, Hui Chen 0016, Weichen Liu. TC, 72(4):1081-1094, April 2023. [doi]

2022

LAMP: Load-Balanced Multipath Parallel Transmission in Point-to-Point NoCsHui Chen, Peng Chen 0027, Xiangzhong Luo, Shuo Huai, Weichen Liu. tcad, 41(12):5232-5245, 2022. [doi]

Collate: Collaborative Neural Network Learning for Latency-Critical Edge SystemsShuo Huai, Di Liu 0002, Hao Kong, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam, Christian Makaya, Qian Lin 0001. iccd 2022: 627-634 [doi]

Smart Scissor: Coupling Spatial Redundancy Reduction and CNN Compression for Embedded HardwareHao Kong, Di Liu 0002, Shuo Huai, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam, Christian Makaya, Qian Lin. iccad 2022: 109 [doi]

HACScale: Hardware-Aware Compound Scaling for Resource-Efficient DNNsHao Kong, Di Liu, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam. aspdac 2022: 708-713 [doi]

Bringing AI to edge: From deep learning's perspectiveDi Liu, Hao Kong, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam. ijon, 485:297-320, 2022. [doi]

You only search once: on lightweight differentiable architecture search for resource-constrained embedded platformsXiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu. dac 2022: 475-480 [doi]

Work-in-Progress: What to Expect of Early Training Statistics? An Investigation on Hardware-Aware Neural Architecture SearchXiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu. codesisss 2022: 1-2 [doi]

Designing Efficient DNNs via Hardware-Aware Neural Architecture Search and BeyondXiangzhong Luo, Di Liu, Shuo Huai, Hao Kong, Hui Chen, Weichen Liu. tcad, 41(6):1799-1812, 2022. [doi]

2021

MARCO: A High-performance Task Mapping and Routing Co-optimization Framework for Point-to-Point NoC-based Heterogeneous Computing SystemsHui Chen, Zihao Zhang, Peng Chen 0027, Xiangzhong Luo, Shiqing Li, Weichen Liu. tecs, 20(5s), 2021. [doi]

HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture SearchXiangzhong Luo, Di Liu, Shuo Huai, Weichen Liu. date 2021: 418-421 [doi]

2020

Person Re-Identification Via Pose-Aware Multi-Semantic LearningXiangzhong Luo, H. K. Luan Duong, Weichen Liu. icmcs 2020: 1-6 [doi]

EdgeNAS: Discovering Efficient Neural Architectures for Edge SystemsXiangzhong Luo, Di Liu, Hao Kong, Weichen Liu. iccd 2020: 288-295 [doi]

2018

Application of Deep Learning in Analog Circuit SizingZhenyu Wang, Xiangzhong Luo, Zheng Gong. csai 2018: 571-575 [doi]

2017

Leaf chlorophyll content estimation from sentinel-2 MSI dataQingmiao Ma, Jing M. Chen, Yingjie Li, Holly Croft, Xiangzhong Luo, Ting Zheng, Sophia Zamaria. igarss 2017: 2915-2918 [doi]

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