Xiaolong Ma

A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods

Apr 12, 2020
Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang

Access Paper or Ask Questions

A Privacy-Preserving DNN Pruning and Mobile Acceleration Framework

Mar 13, 2020
Zheng Zhan, Yifan Gong, Zhengang Li, Pu Zhao, Xiaolong Ma, Wei Niu, Xiaolin Xu, Bin Ren, Yanzhi Wang, Xue Lin

Access Paper or Ask Questions

BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method

Feb 22, 2020
Xiaolong Ma, Zhengang Li, Yifan Gong, Tianyun Zhang, Wei Niu, Zheng Zhan, Pu Zhao, Jian Tang, Xue Lin, Bin Ren, Yanzhi Wang

Access Paper or Ask Questions

An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices

Feb 22, 2020
Xiaolong Ma, Wei Niu, Tianyun Zhang, Sijia Liu, Sheng Lin, Hongjia Li, Xiang Chen, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang

* arXiv admin note: text overlap with arXiv:1909.05073

Access Paper or Ask Questions

PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN Accelerators

Feb 11, 2020
Zhanhong Tan, Jiebo Song, Xiaolong Ma, Sia-Huat Tan, Hongyang Chen, Yuanqing Miao, Yifu Wu, Shaokai Ye, Yanzhi Wang, Dehui Li, Kaisheng Ma

* 6 pages, DAC 2020 accepted paper

Access Paper or Ask Questions

SS-Auto: A Single-Shot, Automatic Structured Weight Pruning Framework of DNNs with Ultra-High Efficiency

Jan 23, 2020
Zhengang Li, Yifan Gong, Xiaolong Ma, Sijia Liu, Mengshu Sun, Zheng Zhan, Zhenglun Kong, Geng Yuan, Yanzhi Wang

Access Paper or Ask Questions

PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning

Jan 22, 2020
Wei Niu, Xiaolong Ma, Sheng Lin, Shihao Wang, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren

* To be published in the Proceedings of Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS 20)

Access Paper or Ask Questions

A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed DNN Implementation

Nov 24, 2019
Geng Yuan, Xiaolong Ma, Sheng Lin, Zhengang Li, Caiwen Ding

Access Paper or Ask Questions

PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices

Sep 12, 2019
Xiaolong Ma, Fu-Ming Guo, Wei Niu, Xue Lin, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang

Access Paper or Ask Questions

An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM

Aug 29, 2019
Geng Yuan, Xiaolong Ma, Caiwen Ding, Sheng Lin, Tianyun Zhang, Zeinab S. Jalali, Yilong Zhao, Li Jiang, Sucheta Soundarajan, Yanzhi Wang

Access Paper or Ask Questions

Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation

Aug 27, 2019
Xiaolong Ma, Geng Yuan, Sheng Lin, Caiwen Ding, Fuxun Yu, Tao Liu, Wujie Wen, Xiang Chen, Yanzhi Wang

Access Paper or Ask Questions

AutoSlim: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates

Jul 06, 2019
Ning Liu, Xiaolong Ma, Zhiyuan Xu, Yanzhi Wang, Jian Tang, Jieping Ye

Access Paper or Ask Questions

Non-structured DNN Weight Pruning Considered Harmful

Jul 03, 2019
Yanzhi Wang, Shaokai Ye, Zhezhi He, Xiaolong Ma, Linfeng Zhang, Sheng Lin, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma

Access Paper or Ask Questions

Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM

May 02, 2019
Sheng Lin, Xiaolong Ma, Shaokai Ye, Geng Yuan, Kaisheng Ma, Yanzhi Wang

* Accepted by ICML workshop (ODML-CDNNR2019). arXiv admin note: substantial text overlap with arXiv:1903.09769

Access Paper or Ask Questions

26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone

May 02, 2019
Wei Niu, Xiaolong Ma, Yanzhi Wang, Bin Ren

Access Paper or Ask Questions

ResNet Can Be Pruned 60x: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning

Apr 30, 2019
Xiaolong Ma, Geng Yuan, Sheng Lin, Zhengang Li, Hao Sun, Yanzhi Wang

* Submitted to ICML workshop

Access Paper or Ask Questions

Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM

Mar 30, 2019
Shaokai Ye, Xiaoyu Feng, Tianyun Zhang, Xiaolong Ma, Sheng Lin, Zhengang Li, Kaidi Xu, Wujie Wen, Sijia Liu, Jian Tang, Makan Fardad, Xue Lin, Yongpan Liu, Yanzhi Wang

Access Paper or Ask Questions

C3PO: Database and Benchmark for Early-stage Malicious Activity Detection in 3D Printing

Aug 02, 2018
Zhe Li, Xiaolong Ma, Hongjia Li, Qiyuan An, Aditya Singh Rathore, Qinru Qiu, Wenyao Xu, Yanzhi Wang

* The paper contains error, and the project is suspended, the results will be not updated in the near future, withdraw is better option than replace

Access Paper or Ask Questions