Unsupervised Hierarchical Symbolic Regression for Interpretable Property Modeling in Complex Multi-Variable Systems
Siyu Lou*, Chengchun Liu*, Dongxiao Zhang, Yuntian Chen, and Fanyang Mo
Advanced Science, 2026
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Defining and extracting generalizable interaction primitives from DNNs
Lu Chen*, Siyu Lou*, Benhao Huang, and Quanshi Zhang
In International Conference on Learning Representations, 2024
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Physics-constrained robust learning of open-form partial differential equations from limited and noisy data
Mengge Du, Yuntian Chen, Longfeng Nie, Siyu Lou, Dongxiao Zhang
Physics of Fluids, 2024
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HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation
Lu Chen*, Siyu Lou*, Keyan Zhang, Jin Huang, and Quanshi Zhang
In International Conference on Machine Learning, 2023
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Bayesian Neural Networks Avoid Encoding Perturbation-sensitive and Complex Concepts
Qihan Ren*, Huiqi Deng*, Yunuo Chen, Siyu Lou, and Quanshi Zhang
In International Conference on Machine Learning, 2023
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Audio-text retrieval in context
Siyu Lou, Xuenan Xu, Mengyue Wu, and Kai Yu
In IEEE International Conference on Acoustics, Speech and Signal Processing, 2022
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Automatic Detection Pipeline for Accessing the Motor Severity of Parkinson’s Disease in Finger Tapping and Postural Stability
Ning Yang, De-Feng Liu, Tao Liu, Tianyuan Han, Pingyue Zhang, Xuenan Xu, Siyu Lou, Huan-Guang Liu, An-Chao Yang, Cheng Dong, and others
IEEE Access, 2022
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Fast in situ 3D nanoimaging: a new tool for dynamic characterization in materials science
Julie Villanova, Rémi Daudin, Pierre Lhuissier, David Jauffres, Siyu Lou, Christophe L Martin, Sylvain Labouré, Rémi Tucoulou, Gema Martı́nez-Criado, and Luc Salvo
Materials Today, 2017
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Micropore-induced capillarity enhances bone distribution in vivo in biphasic calcium phosphate scaffolds
Laurence E Rustom, Thomas Boudou, Siyu Lou, Isabelle Pignot-Paintrand, Brett W Nemke, Yan Lu, Mark D Markel, Catherine Picart, and Amy J Wagoner Johnson
Acta biomaterialia, 2016
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