Siyu Liao

Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework

Miao Yin, Yang Sui, Siyu Liao et al. · 2021 · 73 citations

Convolutional Neural Network, Engineering, Machine Learning +16

GoSPA: An Energy-efficient High-performance Globally Optimized SParse Convolutional Neural Network Accelerator

Chunhua Deng, Yang Sui, Siyu Liao et al. · 2021 · 69 citations

Explicit Intersection, Convolutional Neural Network, Engineering +14

Large-scale short-term urban taxi demand forecasting using deep learning

Siyu Liao, Liutong Zhou, Xuan Di et al. · 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC) · 2018 · 57 citations

Artificial Intelligence, Convolutional Neural Network, Deep Neural Networks +14

Fully-Parallel Area-Efficient Deep Neural Network Design Using Stochastic Computing

Yi Xie, Siyu Liao, Bo Yuan et al. · IEEE Transactions on Circuits & Systems II Express Briefs · 2017 · 45 citations

Engineering, Machine Learning, Stochastic Dnn Design +13

Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework

Yanzhi Wang, Caiwen Ding, Zhe Li et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 44 citations · Full text

Engineering, Machine Learning, Energy Efficiency +19