Senwei Liang

Quantifying the spatial homogeneity of urban road networks via graph neural networks

Jiawei Xue, Nan Jiang, Senwei Liang et al. · Nature Machine Intelligence · 2022 · 89 citations

Urban Geography, Graph Neural Networks, Network Science +13

Machine learning for prediction with missing dynamics

John Harlim, Shixiao W. Jiang, Senwei Liang et al. · Journal of Computational Physics · 2020 · 62 citations · Full text

Engineering, Machine Learning, Data Science +5

Instance Enhancement Batch Normalization: An Adaptive Regulator of Batch Noise

Senwei Liang, Zhongzhan Huang, Mingfu Liang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 53 citations · Full text

Convolutional Neural Network, Multiple Instance Learning, Engineering +20

DIANet: Dense-and-Implicit Attention Network

Zhongzhan Huang, Senwei Liang, Mingfu Liang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 40 citations · Full text

Structured Prediction, Convolutional Neural Network, Dense-and-implicit Attention Network +17

Drop-Activation: Implicit Parameter Reduction and Harmonious Regularization

Senwei Liang, Yuehaw Khoo, Haizhao Yang · Communications on Applied Mathematics and Computation · 2020 · 20 citations

Parameter Identification, Machine Learning, Parameter Tuning +5