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2020 – today
- 2025
[j5]Zhongzhan Huang, Senwei Liang, Mingfu Liang:
A generic shared attention mechanism for various backbone neural networks. Neurocomputing 611: 128697 (2025)- 2024
- [c5]Zhongzhan Huang, Senwei Liang, Mingfu Liang, Wei He, Haizhao Yang, Liang Lin:
Lottery Ticket Hypothesis for Attention Mechanism in Residual Convolutional Neural Network*. ICME 2024: 1-6 - [i18]Gareth Hardwick, Senwei Liang, Haizhao Yang:
Solving High-Dimensional Partial Integral Differential Equations: The Finite Expression Method. CoRR abs/2410.00835 (2024) - 2023
- [j4]Senwei Liang
, Aditya N. Singh, Yuanran Zhu, David T. Limmer, Chao Yang:
Probing reaction channels via reinforcement learning. Mach. Learn. Sci. Technol. 4(4): 45003 (2023) - [j3]Yiqi Gu, John Harlim, Senwei Liang, Haizhao Yang:
Stationary Density Estimation of Itô Diffusions Using Deep Learning. SIAM J. Numer. Anal. 61(1): 45-82 (2023) - [i17]Senwei Liang, Aditya N. Singh, Yuanran Zhu, David T. Limmer, Chao Yang:
Probing reaction channels via reinforcement learning. CoRR abs/2305.17531 (2023) - [i16]Hardeep Bassi, Yuanran Zhu, Senwei Liang, Jia Yin, Cian C. Reeves, Vojtech Vlcek, Chao Yang:
Learning nonlinear integral operators via Recurrent Neural Networks and its application in solving Integro-Differential Equations. CoRR abs/2310.09434 (2023) - 2022
- [j2]Jiawei Xue, Nan Jiang, Senwei Liang, Qiyuan Pang, Takahiro Yabe, Satish V. Ukkusuri, Jianzhu Ma:
Quantifying the spatial homogeneity of urban road networks via graph neural networks. Nat. Mach. Intell. 4(3): 246-257 (2022) - [c4]Senwei Liang, Zhongzhan Huang, Hong Zhang:
Stiffness-aware neural network for learning Hamiltonian systems. ICLR 2022 - [i15]Senwei Liang, Haizhao Yang:
Finite Expression Method for Solving High-Dimensional Partial Differential Equations. CoRR abs/2206.10121 (2022) - [i14]Zhongzhan Huang, Senwei Liang, Mingfu Liang, Wei He, Haizhao Yang, Liang Lin:
The Lottery Ticket Hypothesis for Self-attention in Convolutional Neural Network. CoRR abs/2207.07858 (2022) - [i13]Zhongzhan Huang, Senwei Liang, Hong Zhang, Haizhao Yang, Liang Lin:
Accelerating Numerical Solvers for Large-Scale Simulation of Dynamical System via NeurVec. CoRR abs/2208.03680 (2022) - [i12]Zhongzhan Huang, Senwei Liang, Mingfu Liang, Weiling He, Liang Lin:
Layer-wise Shared Attention Network on Dynamical System Perspective. CoRR abs/2210.16101 (2022) - 2021
- [j1]John Harlim, Shixiao W. Jiang, Senwei Liang, Haizhao Yang:
Machine learning for prediction with missing dynamics. J. Comput. Phys. 428: 109922 (2021) - [c3]Wei He, Zhongzhan Huang, Mingfu Liang, Senwei Liang, Haizhao Yang:
Blending Pruning Criteria for Convolutional Neural Networks. ICANN (4) 2021: 3-15 - [i11]Jiawei Xue, Nan Jiang, Senwei Liang, Qiyuan Pang, Satish V. Ukkusuri, Jianzhu Ma:
Quantifying spatial homogeneity of urban road networks via graph neural networks. CoRR abs/2101.00307 (2021) - [i10]Senwei Liang, Liyao Lyu, Chunmei Wang, Haizhao Yang:
Reproducing Activation Function for Deep Learning. CoRR abs/2101.04844 (2021) - [i9]Senwei Liang, Shixiao W. Jiang, John Harlim, Haizhao Yang:
Solving PDEs on Unknown Manifolds with Machine Learning. CoRR abs/2106.06682 (2021) - [i8]Wei He, Zhongzhan Huang, Mingfu Liang, Senwei Liang, Haizhao Yang:
Blending Pruning Criteria for Convolutional Neural Networks. CoRR abs/2107.05033 (2021) - [i7]Zhongzhan Huang, Mingfu Liang, Senwei Liang, Wei He:
AlterSGD: Finding Flat Minima for Continual Learning by Alternative Training. CoRR abs/2107.05804 (2021) - [i6]Yiqi Gu, John Harlim, Senwei Liang, Haizhao Yang:
Stationary Density Estimation of Itô Diffusions Using Deep Learning. CoRR abs/2109.03992 (2021) - 2020
- [c2]Zhongzhan Huang, Senwei Liang, Mingfu Liang, Haizhao Yang:
DIANet: Dense-and-Implicit Attention Network. AAAI 2020: 4206-4214 - [c1]Senwei Liang, Zhongzhan Huang, Mingfu Liang, Haizhao Yang:
Instance Enhancement Batch Normalization: An Adaptive Regulator of Batch Noise. AAAI 2020: 4819-4827 - [i5]Zhongzhan Huang, Senwei Liang, Mingfu Liang, Wei He, Haizhao Yang:
Efficient Attention Network: Accelerate Attention by Searching Where to Plug. CoRR abs/2011.14058 (2020)
2010 – 2019
- 2019
- [i4]Zhongzhan Huang, Senwei Liang, Mingfu Liang, Haizhao Yang:
DIANet: Dense-and-Implicit Attention Network. CoRR abs/1905.10671 (2019) - [i3]Senwei Liang, Zhongzhan Huang, Mingfu Liang, Haizhao Yang:
Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise. CoRR abs/1908.04008 (2019) - [i2]John Harlim, Shixiao W. Jiang, Senwei Liang, Haizhao Yang:
Machine Learning for Prediction with Missing Dynamics. CoRR abs/1910.05861 (2019) - 2018
- [i1]Senwei Liang, Yuehaw Khoo, Haizhao Yang:
Drop-Activation: Implicit Parameter Reduction and Harmonic Regularization. CoRR abs/1811.05850 (2018)
Coauthor Index
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