Co-Exploring Structured Sparsification and Low-Rank Tensor Decomposition for Compact DNNs
Published in IEEE Transactions on Neural Networks and Learning Systems, 2024
Yang Sui, Miao Yin, Yu Gong, Bo Yuan.
Selected Publications
You can also find my full publications on my Google Scholar profile.
Journal Articles
Algorithm and hardware co-design of energy-efficient LSTM networks for video recognition with hierarchical tucker tensor decomposition
Published in IEEE Transactions on Computers, 2022
Yu Gong, Miao Yin, Lingyi Huang, Chunhua Deng, Bo Yuan
Conference Papers
DiMO-Sparse: Differentiable Modeling and Optimization of Sparse CNN Dataflow and Hardware Architecture
Published in DATE, 2024
Jianfeng Song, Rongjian Liang, Yu Gong, Bo Yuan, Jiang Hu
MOPED: Efficient Motion Planning Engine with Flexible Dimension Support
Published in HPCA, 2024
Lingyi Huang, Yu Gong, Yang Sui, Xiao Zang, Bo Yuan
ETTE: Efficient tensor-train-based computing engine for deep neural networks
Published in ISCA, 2023
Yu Gong, Miao Yin, Lingyi Huang, Jinqi Xiao, Yang Sui, Chunhua Deng, Bo Yuan
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks
Published in AAAI, 2023
Jinqi Xiao, Chengming Zhang, Yu Gong, Miao Yin, Yang Sui, Lizhi Xiang, Dingwen Tao, Bo Yuan
COMCAT: towards efficient compression and customization of attention-based vision models
Published in ICML, 2023
Jinqi Xiao, Miao Yin, Yu Gong, Xiao Zang, Jian Ren, Bo Yuan
N3H-Core: Neuron-designed Neural Network Accelerator via FPGA-based Heterogeneous Computing Cores
Published in FPGA, 2022
Yu Gong, Zhihan Xu, Zhezhi He, Weifeng Zhang, Xiaobing Tu, Xiaoyao Liang, Li Jiang
Hardware architecture of graph neural network-enabled motion planner
Published in ICCAD, 2022
Lingyi Huang, Xiao Zang, Yu Gong, Bo Yuan
Hodec: Towards efficient high-order decomposed convolutional neural networks
Published in CVPR, 2022
Miao Yin, Yang Sui, Wanzhao Yang, Xiao Zang, Yu Gong, Bo Yuan