Cross-LLM Consistency in Inference: Evidence from Shared Interactions
Siyu Lou, Yao Yan, Yuntian Chen, and Quanshi Zhang
arXiv preprint, 2026
Paper

Data-driven discovery of governing differential equations across physical systems
Siyu Lou, Hao Xu, Wenguan Wang, Lu Lu, Hao Sun, Yang Liu, Linfeng Zhang, Dongxiao Zhang, and Yuntian Chen
arXiv preprint, 2026
Paper

Quantifying In-Context Reasoning Effects and Memorization Effects in LLMs
Siyu Lou, Yuntian Chen, Xiaodan Liang, Liang Lin, and Quanshi Zhang
arXiv preprint, 2024
Paper

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
Paper | Code

Defining and extracting generalizable interaction primitives from DNNs
Lu Chen*, Siyu Lou*, Benhao Huang, and Quanshi Zhang
In International Conference on Learning Representations, 2024
Paper

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
Paper

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
Paper | Code

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
Paper | Code

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
Paper | Code

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
Paper

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
Paper

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
Paper