| Machine learning for prediction with missing dynamics J Harlim, SW Jiang, S Liang, H Yang Journal of Computational Physics 428, 109922, 2021 | 44 | 2021 |
| Instance enhancement batch normalization: An adaptive regulator of batch noise S Liang, Z Huang, M Liang, H Yang Proceedings of the AAAI conference on artificial intelligence 34 (04), 4819-4827, 2020 | 40 | 2020 |
| Dianet: Dense-and-implicit attention network Z Huang, S Liang, M Liang, H Yang Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 4206-4214, 2020 | 37 | 2020 |
| Drop-activation: implicit parameter reduction and harmonious regularization S Liang, Y Khoo, H Yang Communications on Applied Mathematics and Computation 3, 293-311, 2021 | 30 | 2021 |
| Quantifying the spatial homogeneity of urban road networks via graph neural networks J Xue, N Jiang, S Liang, Q Pang, T Yabe, SV Ukkusuri, J Ma Nature Machine Intelligence 4 (3), 246-257, 2022 | 13 | 2022 |
| Efficient attention network: Accelerate attention by searching where to plug Z Huang, S Liang, M Liang, W He, H Yang arXiv preprint arXiv:2011.14058, 2020 | 11 | 2020 |
| Stiffness-aware neural network for learning Hamiltonian systems S Liang, Z Huang, H Zhang International Conference on Learning Representations, 2022 | 9 | 2022 |
| Reproducing activation function for deep learning S Liang, L Lyu, C Wang, H Yang arXiv preprint arXiv:2101.04844, 2021 | 9 | 2021 |
| Blending pruning criteria for convolutional neural networks W He, Z Huang, M Liang, S Liang, H Yang Artificial Neural Networks and Machine Learning–ICANN 2021: 30th …, 2021 | 7 | 2021 |
| The lottery ticket hypothesis for self-attention in convolutional neural network Z Huang, S Liang, M Liang, W He, H Yang, L Lin arXiv preprint arXiv:2207.07858, 2022 | 6 | 2022 |
| Solving pdes on unknown manifolds with machine learning S Liang, SW Jiang, J Harlim, H Yang arXiv preprint arXiv:2106.06682, 2021 | 6 | 2021 |
| Stationary density estimation of itô diffusions using deep learning Y Gu, J Harlim, S Liang, H Yang SIAM Journal on Numerical Analysis 61 (1), 45-82, 2023 | 4 | 2023 |
| Accelerating Numerical Solvers for Large-Scale Simulation of Dynamical System via NeurVec Z Huang, S Liang, H Zhang, H Yang, L Lin arXiv preprint arXiv:2208.03680, 2022 | 4 | 2022 |
| Layer-wise Shared Attention Network on Dynamical System Perspective Z Huang, S Liang, M Liang, W He, L Lin arXiv preprint arXiv:2210.16101, 2022 | 3 | 2022 |
| Finite Expression Method for Solving High-Dimensional Partial Differential Equations S Liang, H Yang arXiv preprint arXiv:2206.10121, 2022 | 1 | 2022 |
| AlterSGD: Finding Flat Minima for Continual Learning by Alternative Training Z Huang, M Liang, S Liang, W He arXiv preprint arXiv:2107.05804, 2021 | 1 | 2021 |
| Probing reaction channels via reinforcement learning S Liang, AN Singh, Y Zhu, DT Limmer, C Yang arXiv preprint arXiv:2305.17531, 2023 | | 2023 |
Haizhao YangDepartment of Mathematics, Department of Computer Science, University of Maryland College ParkVerified email at umd.edu
