Xiaolong Ma
Xiaolong Ma
Northeastern University
Verified email at northeastern.edu - Homepage
Cited by
Cited by
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
StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs
T Zhang, S Ye, X Feng, X Ma, K Zhang, Z Li, J Tang, S Liu, X Lin, Y Liu, ...
IEEE Transactions on Neural Networks and Learning Systems, 2021
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
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
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
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
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, ...
Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI), 2018
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 preprint arXiv:1909.06515, 2019
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
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
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
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
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
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
Non-Structured DNN Weight Pruning--Is It Beneficial in Any Platform?
X Ma, S Lin, S Ye, Z He, L Zhang, G Yuan, SH Tan, Z Li, D Fan, X Qian, ...
IEEE transactions on neural networks and learning systems, 2021
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
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
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices
X Ma, W Niu, T Zhang, S Liu, S Lin, H Li, X Chen, J Tang, K Ma, B Ren, ...
Proceedings of the European Conference on Computer Vision (ECCV), 2020
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), 2243-2246, 2011
CSB-RNN: a faster-than-realtime RNN acceleration framework with compressed structured blocks
R Shi, P Dong, T Geng, Y Ding, X Ma, HKH So, M Herbordt, A Li, Y Wang
Proceedings of the 34th ACM International Conference on Supercomputing, 1-12, 2020
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