LES-SINDy: Laplace-enhanced sparse identification of nonlinear dynamical systems.

Haoyang Zheng

Haoyang Zheng Guang Lin 0001 LES-SINDy: Laplace-enhanced sparse identification of nonlinear dynamical systems. 114443 2026 546 J. Comput. Phys. https://doi.org/10.1016/j.jcp.2025.114443 db/journals/jcphy/jcphy546.html#ZhengL26 streams/journals/jcphy

Hongxu Liu Xinyu Chen Haoyang Zheng Manyi Li Zhenfan Liu Fumeng Yang Yunhai Wang Changhe Tu Qiong Zeng Self-Supervised Continuous Colormap Recovery from a 2D Scalar Field Visualization without a Legend. 2026 January 265-275 32 IEEE Trans. Vis. Comput. Graph. 1 https://doi.org/10.1109/TVCG.2025.3633886 db/journals/tvcg/tvcg32.html#LiuCZLLYWTZ26 streams/journals/tvcg

Haoyang Zheng Hengrong Du Ruqi Zhang Guang Lin 0001 Exploring Non-Convex Discrete Energy Landscapes: An Efficient Langevin-Like Sampler with Replica Exchange. 36775-36783 2026 AAAI https://doi.org/10.1609/aaai.v40i43.41003 conf/aaai/2026 db/conf/aaai/aaai2026.html#ZhengDZL26

Cindy Xiangrui Kong Yueqi Wang Haoyang Zheng Weijian Luo Guang Lin 0001 Ultra Fast PDE Solving via Physics Guided Few-step Diffusion. 2026 February abs/2602.03627 CoRR https://doi.org/10.48550/arXiv.2602.03627 db/journals/corr/corr2602.html#abs-2602-03627 streams/journals/corr

Junyi Wu Weijian Luo Haoyang Zheng Ruizhe Zhang Guang Lin 0001 Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL. 2026 May abs/2605.24001 CoRR https://doi.org/10.48550/arXiv.2605.24001 db/journals/corr/corr2605.html#abs-2605-24001 streams/journals/corr

Haoyang Zheng Ruqi Zhang Guang Lin 0001 Exploring Non-Convex Discrete Energy Landscapes: A Langevin-Like Sampler with Replica Exchange. 2025 January abs/2501.17323 CoRR https://doi.org/10.48550/arXiv.2501.17323 db/journals/corr/corr2501.html#abs-2501-17323 streams/journals/corr

Haoyang Zheng Guang Lin 0001 Muti-Fidelity Prediction and Uncertainty Quantification with Laplace Neural Operators for Parametric Partial Differential Equations. 2025 February abs/2502.00550 CoRR https://doi.org/10.48550/arXiv.2502.00550 db/journals/corr/corr2502.html#abs-2502-00550 streams/journals/corr

Cindy Xiangrui Kong Haoyang Zheng Guang Lin 0001 LAPD: Langevin-Assisted Bayesian Active Learning for Physical Discovery. 2025 March abs/2503.02983 CoRR https://doi.org/10.48550/arXiv.2503.02983 db/journals/corr/corr2503.html#abs-2503-02983 streams/journals/corr

Hongxu Liu Xinyu Chen Haoyang Zheng Manyi Li Zhenfan Liu Fumeng Yang Yunhai Wang Changhe Tu Qiong Zeng Self-Supervised Continuous Colormap Recovery from a 2D Scalar Field Visualization without a Legend. 2025 July abs/2507.20632 CoRR https://doi.org/10.48550/arXiv.2507.20632 db/journals/corr/corr2507.html#abs-2507-20632 streams/journals/corr

Liangjin Liu Haoyang Zheng Zhengzhong Zhu Pei Zhou Skeleton-based sign language recognition using a dual-stream spatio-temporal dynamic graph convolutional network. 2025 September abs/2509.08661 CoRR https://doi.org/10.48550/arXiv.2509.08661 db/journals/corr/corr2509.html#abs-2509-08661 streams/journals/corr

Haoyang Zheng Xinyang Liu Cindy Xiangrui Kong Nan Jiang Zheyuan Hu Weijian Luo Wei Deng 0002 Guang Lin 0001 Ultra-Fast Language Generation via Discrete Diffusion Divergence Instruct. 2025 September abs/2509.25035 CoRR https://doi.org/10.48550/arXiv.2509.25035 db/journals/corr/corr2509.html#abs-2509-25035 streams/journals/corr

Weixin Wang Haoyang Zheng Guang Lin 0001 Wei Deng 0002 Pan Xu 0002 Rethinking Langevin Thompson Sampling from A Stochastic Approximation Perspective. 2025 October abs/2510.05023 CoRR https://doi.org/10.48550/arXiv.2510.05023 db/journals/corr/corr2510.html#abs-2510-05023 streams/journals/corr

Haoyang Zheng Yao Huang Ziyang Huang 0002 Wenrui Hao Guang Lin 0001 HomPINNs: Homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions. 112751 2024 March 500 J. Comput. Phys. https://doi.org/10.1016/j.jcp.2023.112751 db/journals/jcphy/jcphy500.html#ZhengHHHL24

Haoyang Zheng Wei Deng 0002 Christian Moya Guang Lin 0001 Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo. 2611-2619 2024 AISTATS https://proceedings.mlr.press/v238/zheng24b.html conf/aistats/2024 db/conf/aistats/aistats2024.html#Zheng0ML24 Haoyang Zheng Hengrong Du Qi Feng 0005 Wei Deng 0002 Guang Lin 0001 Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics. 2024 ICML https://proceedings.mlr.press/v235/zheng24d.html https://openreview.net/forum?id=DCmahCZJYb conf/icml/2024 db/conf/icml/icml2024.html#ZhengD00L24 61321-61348

Haoyang Zheng Wei Deng 0002 Christian Moya Guang Lin 0001 Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo. 2024 abs/2401.11665 CoRR https://doi.org/10.48550/arXiv.2401.11665 db/journals/corr/corr2401.html#abs-2401-11665

Haoyang Zheng Hengrong Du Qi Feng 0005 Wei Deng 0002 Guang Lin 0001 Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics. 2024 abs/2405.07839 CoRR https://doi.org/10.48550/arXiv.2405.07839 db/journals/corr/corr2405.html#abs-2405-07839

Haoyang Zheng Guang Lin 0001 LES-SINDy: Laplace-Enhanced Sparse Identification of Nonlinear Dynamical Systems. 2024 abs/2411.01719 CoRR https://doi.org/10.48550/arXiv.2411.01719 db/journals/corr/corr2411.html#abs-2411-01719 streams/journals/corr

Haoyang Zheng Yao Huang Ziyang Huang 0002 Wenrui Hao Guang Lin 0001 HomPINNs: homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions. 2023 abs/2304.02811 CoRR https://doi.org/10.48550/arXiv.2304.02811 db/journals/corr/corr2304.html#abs-2304-02811

Haoyang Zheng Jeffrey R. Petrella P. Murali Doraiswamy Guang Lin 0001 Wenrui Hao Data-driven causal model discovery and personalized prediction in Alzheimer's disease. 2022 5 npj Digit. Medicine https://doi.org/10.1038/s41746-022-00632-7 db/journals/npjdm/npjdm5.html#ZhengPDLH22

Haoyang Zheng Ziyang Huang 0002 Guang Lin 0001 PCNN: A physics-constrained neural network for multiphase flows. 2021 abs/2109.08965 CoRR https://arxiv.org/abs/2109.08965 db/journals/corr/corr2109.html#abs-2109-08965

Haoyang Zheng Yong Deng 0001 Evaluation method based on fuzzy relations between Dempster-Shafer belief structure. 1343-1363 2018 33 Int. J. Intell. Syst. 7 https://doi.org/10.1002/int.21956 https://www.wikidata.org/entity/Q129935276 db/journals/ijis/ijis33.html#ZhengD18

Tian Bian Haoyang Zheng Likang Yin Yong Deng 0001 Failure mode and effects analysis based on D numbers and TOPSIS. 501-515 2018 34 Qual. Reliab. Eng. Int. 4 https://doi.org/10.1002/qre.2268 db/journals/qre/qre34.html#BianZYD18

Haoyang Zheng Yong Deng 0001 Yong Hu 0002 Fuzzy evidential influence diagram and its evaluation algorithm. 28-45 2017 131 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2017.05.024 https://www.wikidata.org/entity/Q57852175 db/journals/kbs/kbs131.html#ZhengDH17

Tian Bian Xinyu Chen Wei Deng 0002 Yong Deng 0001 P. Murali Doraiswamy Hengrong Du Qi Feng 0005 Wenrui Hao Yong Hu 0002 Zheyuan Hu Yao Huang Ziyang Huang 0002 Nan Jiang Cindy Xiangrui Kong Manyi Li Guang Lin 0001 Hongxu Liu Liangjin Liu Xinyang Liu Zhenfan Liu Weijian Luo Christian Moya Jeffrey R. Petrella Changhe Tu Weixin Wang Yueqi Wang Yunhai Wang Junyi Wu Pan Xu 0002 Fumeng Yang Likang Yin Qiong Zeng Ruizhe Zhang Ruqi Zhang Pei Zhou Zhengzhong Zhu