Xiao-Long Ma

Most-cited papers

CirCNN: Accelerating and Compressing Deep Neural Networks Using Block-Circulant Weight Matrices
Caiwen Ding, Siyu Liao, Yan-Zhi Wang, Zhe Li +12 more
2017Micro288 citations Open access
Semantic Scholar
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning
Wei Niu, Xiao-Long Ma, Sheng Lin, Shi-Hao Wang +4 more
2020International Conference on Architectural Support for Programming Languages and Operating Systems259 citations Open access
Semantic Scholar
SPViT: Enabling Faster Vision Transformers via Latency-Aware Soft Token Pruning
Zhenglun Kong, Pei-Yan Dong, Xiao-Long Ma, Xin Meng +8 more
2021European Conference on Computer Vision258 citations
Semantic Scholar
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices
Xiao-Long Ma, Fu-Ming Guo, Wei Niu, Xue Lin +4 more
2019AAAI Conference on Artificial Intelligence211 citations Open access
Semantic Scholar
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates
Ning Liu, Xiao-Long Ma, Zhi-Yuan Xu, Yan-Zhi Wang +2 more
2019AAAI Conference on Artificial Intelligence208 citations Open access
Semantic Scholar
Neuromorphic architectures for nanoelectronic circuits
Özgür Türel, Jung Hoon Lee, Xiao-Long Ma, K. Likharev
2004International journal of circuit theory and applications128 citations
Semantic Scholar
MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge
Geng Yuan, Xiao-Long Ma, Wei Niu, Zhen-Gang Li +12 more
2021Neural Information Processing Systems126 citations
Semantic Scholar
Non-Structured DNN Weight Pruning—Is It Beneficial in Any Platform?
Xiao-Long Ma, Sheng Lin, Shao-Kai Ye, Zhezhi He +9 more
2019IEEE Transactions on Neural Networks and Learning Systems125 citations Open access
Semantic Scholar
InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory Cache
Ao Wang, Jingyuan Zhang, Xiao-Long Ma, Ali Anwar +5 more
2020USENIX Conference on File and Storage Technologies118 citations
Semantic Scholar
CHEX: CHannel EXploration for CNN Model Compression
Zejiang Hou, Minghai Qin, Fei Sun, Xiao-Long Ma +6 more
2022Computer Vision and Pattern Recognition107 citations Open access
Semantic Scholar
FILM-QNN: Efficient FPGA Acceleration of Deep Neural Networks with Intra-Layer, Mixed-Precision Quantization
Meng-Shu Sun, Zhen-Gang Li, Alec Lu, Yan-Yu Li +4 more
2022Symposium on Field Programmable Gate Arrays107 citations
Semantic Scholar
Method for simultaneously optimizing ship route and speed with emission control areas
Dongfang Ma, Wei-Hao Ma, Sheng Jin, Xiao-Long Ma
2020103 citations
Semantic Scholar
SPViT: Enabling Faster Vision Transformers via Soft Token Pruning
Zhenglun Kong, Pei-Yan Dong, Xiao-Long Ma, Xin Meng +6 more
2021arXiv.org97 citations
Semantic Scholar
FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator
Geng Yuan, Payman Behnam, Zhen-Gang Li, A. Shafiee +7 more
2021International Symposium on Computer Architecture87 citations Open access
Semantic Scholar
Optimization models based on GM (1, 1) and seasonal fluctuation for electricity demand forecasting
Jian-Zhou Wang, Xiao-Long Ma, Jie Wu, Yao Dong
201279 citations Open access
Semantic Scholar
Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?
Xiao-Long Ma, Geng Yuan, Xuan Shen, Tian-Long Chen +7 more
2021Neural Information Processing Systems73 citations
Semantic Scholar
PIM-Prune: Fine-Grain DCNN Pruning for Crossbar-Based Process-In-Memory Architecture
Chaoqun Chu, Yan-Zhi Wang, Yilong Zhao, Xiao-Long Ma +5 more
2020Design Automation Conference70 citations
Semantic Scholar
VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer
Meng-Shu Sun, Haoyu Ma, G. Kang, Yi-Fan Jiang +4 more
2022arXiv.org66 citations
Semantic Scholar
A Back-Pressure-Based Model With Fixed Phase Sequences for Traffic Signal Optimization Under Oversaturated Networks
Dongfang Ma, Jiawang Xiao, X. Song, Xiao-Long Ma +1 more
2021IEEE transactions on intelligent transportation systems (Print)57 citations
Semantic Scholar
StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs
Tianyun Zhang, Shao-Kai Ye, Kaiqi Zhang, Xiao-Long Ma +7 more
201855 citations
Semantic Scholar
StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs
Tianyun Zhang, Shao-Kai Ye, Xiao-Yu Feng, Xiao-Long Ma +8 more
2021IEEE Transactions on Neural Networks and Learning Systems53 citations Open access
Semantic Scholar
An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM
Geng Yuan, Xiao-Long Ma, Caiwen Ding, Sheng Lin +6 more
2019International Symposium on Low Power Electronics and Design51 citations Open access
Semantic Scholar
Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation
Xiao-Long Ma, Geng Yuan, Sheng Lin, Caiwen Ding +5 more
2019Asia and South Pacific Design Automation Conference47 citations Open access
Semantic Scholar
Effective Model Sparsification by Scheduled Grow-and-Prune Methods
Xiao-Long Ma, Minghai Qin, Fei Sun, Zejiang Hou +6 more
2021International Conference on Learning Representations46 citations
Semantic Scholar
Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM
Shao-Kai Ye, Xiao-Yu Feng, Tianyun Zhang, Xiao-Long Ma +10 more
2019arXiv.org44 citations
Semantic Scholar
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets
Tian-Long Chen, Xuxi Chen, Xiao-Long Ma, Yan-Zhi Wang +1 more
2022International Conference on Machine Learning43 citations
Semantic Scholar
ResNet Can Be Pruned 60×: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning
Xiao-Long Ma, Geng Yuan, Sheng Lin, Z. Li +2 more
2019IEEE/ACM International Symposium on Nanoscale Architectures40 citations
Semantic Scholar
Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI
Geng Yuan, Zhiheng Liao, Xiao-Long Ma, Yuxuan Cai +10 more
2021IEEE International Symposium on Quality Electronic Design37 citations
Semantic Scholar
Short-Term Traffic Flow Forecasting by Selecting Appropriate Predictions Based on Pattern Matching
Dongfang Ma, Bowen Sheng, Sheng Jin, Xiao-Long Ma +1 more
2018IEEE Access37 citations Open access
Semantic Scholar
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices
Xiao-Long Ma, Wei Niu, Tianyun Zhang, Si-Jia Liu +8 more
2020European Conference on Computer Vision36 citations Open access
Semantic Scholar
Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework
Yan-Zhi Wang, Caiwen Ding, Zhe Li, Geng Yuan +7 more
2018AAAI Conference on Artificial Intelligence36 citations Open access
Semantic Scholar
Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training
Zhenglun Kong, Haoyu Ma, Geng Yuan, Meng-Shu Sun +11 more
2022AAAI Conference on Artificial Intelligence34 citations Open access
Semantic Scholar
Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not?
Ning Liu, Geng Yuan, Zhengping Che, Xuan Shen +6 more
2021International Conference on Machine Learning34 citations
Semantic Scholar
Global Reinforcement Learning in Neural Networks
Xiao-Long Ma, K. Likharev
2007IEEE Transactions on Neural Networks32 citations
Semantic Scholar
Dynamic Sparsity Is Channel-Level Sparsity Learner
Meng Fang, Tianjin Huang, Gen Li, Shiwei Liu +6 more
2023Neural Information Processing Systems30 citations Open access
Semantic Scholar
PCNN: Pattern-based Fine-Grained Regular Pruning Towards Optimizing CNN Accelerators
Zhan-Hong Tan, Jiebo Song, Xiao-Long Ma, S. Tan +7 more
2020Design Automation Conference30 citations Open access
Semantic Scholar
Architectures for nanoelectronic implementation of artificial neural networks: new results
Özgür Türel, Jung-Hoon Lee, Xiao-Long Ma, K. Likharev
2005Neurocomputing30 citations
Semantic Scholar
TinyADC: Peripheral Circuit-aware Weight Pruning Framework for Mixed-signal DNN Accelerators
Geng Yuan, Payman Behnam, Yuxuan Cai, A. Shafiee +9 more
2021Design, Automation and Test in Europe29 citations
Semantic Scholar
Accelerating Sparse CNN Inference on GPUs with Performance-Aware Weight Pruning
Masuma Akter Rumi, Xiao-Long Ma, Yan-Zhi Wang, Peng Jiang
2020International Conference on Parallel Architectures and Compilation Techniques28 citations
Semantic Scholar
A decentralized model predictive traffic signal control method with fixed phase sequence for urban networks
Dongfang Ma, Jiawang Xiao, Xiao-Long Ma
2020Journal of Intelligent Transportation Systems / Taylor & Francis27 citations
Semantic Scholar
ADMM-based Weight Pruning for Real-Time Deep Learning Acceleration on Mobile Devices
Hongjia Li, Ning Liu, Xiao-Long Ma, Sheng Lin +5 more
2019ACM Great Lakes Symposium on VLSI26 citations
Semantic Scholar
A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods
Tianyun Zhang, Xiao-Long Ma, Zheng Zhan, Shang-Li Zhou +3 more
2021Design Automation Conference25 citations
Semantic Scholar
26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone
Wei Niu, Xiao-Long Ma, Yan-Zhi Wang, Bin Ren
2019arXiv.org25 citations
Semantic Scholar
GRIM: A General, Real-Time Deep Learning Inference Framework for Mobile Devices Based on Fine-Grained Structured Weight Sparsity
Wei Niu, Z. Li, Xiao-Long Ma, Pei-Yan Dong +5 more
2021IEEE Transactions on Pattern Analysis and Machine Intelligence24 citations Open access
Semantic Scholar
A Privacy-Preserving-Oriented DNN Pruning and Mobile Acceleration Framework
Yifan Gong, Zheng Zhan, Z. Li, Wei Niu +7 more
2020ACM Great Lakes Symposium on VLSI23 citations Open access
Semantic Scholar
Structured Weight Matrices-Based Hardware Accelerators in Deep Neural Networks: FPGAs and ASICs
Caiwen Ding, Ao Ren, Geng Yuan, Xiao-Long Ma +4 more
2018ACM Great Lakes Symposium on VLSI23 citations
Semantic Scholar
Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting
Gen Li, Jie Ji, Minghai Qin, Wei Niu +4 more
2023Computer Vision and Pattern Recognition22 citations Open access
Semantic Scholar
Optimal roundabout control under fully connected and automated vehicle environment
A. Danesh, Wan-Jing Ma, Chun-Hui Yu, Ruo-Chen Hao +1 more
2021IET Intelligent Transport Systems22 citations Open access
Semantic Scholar
An area and energy efficient design of domain-wall memory-based deep convolutional neural networks using stochastic computing
Xiao-Long Ma, Yipeng Zhang, Geng Yuan, Ao Ren +4 more
2018IEEE International Symposium on Quality Electronic Design19 citations Open access
Semantic Scholar
Automatic detection of multi-crossing crack defects in multi-crystalline solar cells based on machine vision
Yongzhong Fu, Xiao-Long Ma, Hang Zhou
2021Machine Vision and Applications18 citations
Semantic Scholar