Xiaolong Ma
Xiaolong Ma
Northeastern University
Dirección de correo verificada de northeastern.edu - Página principal
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Año
CirCNN: accelerating and compressing deep neural networks using block-circulant weight matrices
C Ding, S Liao, Y Wang, Z Li, N Liu, Y Zhuo, C Wang, X Qian, Y Bai, ...
Proceedings of the 50th Annual IEEE/ACM International Symposium on …, 2017
1472017
StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs
T Zhang, S Ye, K Zhang, X Ma, N Liu, L Zhang, J Tang, K Ma, X Lin, ...
arXiv preprint arXiv:1807.11091, 2018
43*2018
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices.
X Ma, FM Guo, W Niu, X Lin, J Tang, K Ma, B Ren, Y Wang
AAAI, 5117-5124, 2020
232020
Towards ultra-high performance and energy efficiency of deep learning systems: an algorithm-hardware co-optimization framework
Y Wang, C Ding, Z Li, G Yuan, S Liao, X Ma, B Yuan, X Qian, J Tang, ...
arXiv preprint arXiv:1802.06402, 2018
202018
Progressive dnn compression: A key to achieve ultra-high weight pruning and quantization rates using admm
S Ye, X Feng, T Zhang, X Ma, S Lin, Z Li, K Xu, W Wen, S Liu, J Tang, ...
arXiv preprint arXiv:1903.09769, 2019
192019
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates.
N Liu, X Ma, Z Xu, Y Wang, J Tang, J Ye
AAAI, 4876-4883, 2020
18*2020
Harnessing indirect training data for end-to-end automatic speech translation: Tricks of the trade
J Pino, L Puzon, J Gu, X Ma, AD McCarthy, D Gopinath
arXiv, arXiv: 1909.06515, 2019
162019
PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning
W Niu, X Ma, S Lin, S Wang, X Qian, X Lin, Y Wang, B Ren
Proceedings of the Twenty-Fifth International Conference on Architectural …, 2020
122020
Structured weight matrices-based hardware accelerators in deep neural networks: Fpgas and asics
C Ding, A Ren, G Yuan, X Ma, J Li, N Liu, B Yuan, Y Wang
Proceedings of the 2018 on Great Lakes Symposium on VLSI, 353-358, 2018
112018
An area and energy efficient design of domain-wall memory-based deep convolutional neural networks using stochastic computing
X Ma, Y Zhang, G Yuan, A Ren, Z Li, J Han, J Hu, Y Wang
2018 19th International Symposium on Quality Electronic Design (ISQED), 314-321, 2018
112018
26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone
W Niu, X Ma, Y Wang, B Ren
Joint Workshop on On-Device Machine Learning & Compact Deep Neural Network …, 2019
92019
Admm-based weight pruning for real-time deep learning acceleration on mobile devices
H Li, N Liu, X Ma, S Lin, S Ye, T Zhang, X Lin, W Xu, Y Wang
Proceedings of the 2019 on Great Lakes Symposium on VLSI, 501-506, 2019
82019
Memristor crossbar-based ultra-efficient next-generation baseband processors
G Yuan, C Ding, R Cai, X Ma, Z Zhao, A Ren, B Yuan, Y Wang
2017 IEEE 60th International Midwest Symposium on Circuits and Systems …, 2017
82017
An improved Fourier-based sub-pixel image registration algorithm for raw image sequence of LASIS
X Ma, J Yang, W Qiao, B Xue
International Symposium on Photoelectronic Detection and Imaging 2007: Image …, 2008
82008
Tiny but accurate: A pruned, quantized and optimized memristor crossbar framework for ultra efficient dnn implementation
X Ma, G Yuan, S Lin, C Ding, F Yu, T Liu, W Wen, X Chen, Y Wang
2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 301-306, 2020
72020
Auto-compensation of velocity-height ratio for Chang’E-2 satellite CCD stereo camera
B Xue, BC Zhao, JF Yang, W Gao, WD Qiao, XL Ma, B Zhang, JH Liu, ...
Science China Technological Sciences 54 (9), 2243, 2011
72011
Robust Document Representations for Cross-Lingual Information Retrieval in Low-Resource Settings
M Yarmohammadi, X Ma, S Hisamoto, M Rahman, Y Wang, H Xu, ...
Proceedings of Machine Translation Summit XVII Volume 1: Research Track, 12-20, 2019
62019
An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM
G Yuan, X Ma, C Ding, S Lin, T Zhang, ZS Jalali, Y Zhao, L Jiang, ...
2019 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2019
52019
Non-Structured DNN Weight Pruning–Is It Beneficial in Any Platform?
X Ma, S Lin, S Ye, Z He, L Zhang, G Yuan, S Huat Tan, Z Li, D Fan, X Qian, ...
arXiv, arXiv: 1907.02124, 2019
5*2019
Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM
S Lin, X Ma, S Ye, G Yuan, K Ma, Y Wang
Joint Workshop on On-Device Machine Learning & Compact Deep Neural Network …, 2019
52019
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