Xiaolong Ma

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

Ning Liu, Xiaolong Ma, Zhiyuan Xu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 193 citations · Full text

Artificial Intelligence, Search Optimization, Data Compression +15

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

Xiaolong Ma, Fu-Ming Guo, Wei Niu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 184 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +17

Reversible Gates and Testability of One Dimensional Arrays of Molecular QCA

Xiaolong Ma, Jing Huang, Cecilia Metra et al. · Journal of Electronic Testing · 2008 · 98 citations

Quantum Science, Engineering, Quantum Computing +8

Non-Structured DNN Weight Pruning—Is It Beneficial in Any Platform?

Xiaolong Ma, Sheng Lin, Shaokai Ye et al. · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 92 citations · Full text

Any Platform, Weight Quantization, Engineering +12

CHEX: CHannel EXploration for CNN Model Compression

Zejiang Hou, Minghai Qin, Fei Sun et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 79 citations

Artificial Intelligence, Model Optimization, Channel Exploration +14