Ning Liu

According to our database, Ning Liu authored at least 11 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery.

Ning Liu, Yue Yu

CoRR, May, 2025

Harnessing large language models for data-scarce learning of polymer properties.

Ning Liu, Siavash Jafarzadeh, Brian Y. Lattimer, Shuna Ni, Jim Lua, Yue Yu

Nat. Comput. Sci., March, 2025

2024

Disentangled Representation Learning for Parametric Partial Differential Equations.

Ning Liu, Lu Zhang, Tian Gao, Yue Yu

CoRR, 2024

Large language models, physics-based modeling, experimental measurements: the trinity of data-scarce learning of polymer properties.

Ning Liu, Siavash Jafarzadeh, Brian Y. Lattimer, Shuna Ni, Jim Lua, Yue Yu

CoRR, 2024

Deep Neural Operator Enabled Digital Twin Modeling for Additive Manufacturing.

Ning Liu, Xuxiao Li, Manoj R. Rajanna, Edward W. Reutzel, Brady Sawyer, Prahalada Rao, Jim Lua, Nam Phan, Yue Yu

CoRR, 2024

Peridynamic Neural Operators: A Data-Driven Nonlocal Constitutive Model for Complex Material Responses.

Siavash Jafarzadeh, Stewart Silling, Ning Liu, Zhongqiang Zhang, Yue Yu

CoRR, 2024

Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery.

Yue Yu, Ning Liu, Fei Lu, Tian Gao, Siavash Jafarzadeh, Stewart A. Silling

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws.

Ning Liu, Yiming Fan, Xianyi Zeng, Milan Klöwer, Lu Zhang, Yue Yu

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws.

Ning Liu, Yiming Fan, Xianyi Zeng, Milan Klöwer, Yue Yu

CoRR, 2023

Domain Agnostic Fourier Neural Operators.

Ning Liu, Siavash Jafarzadeh, Yue Yu

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

INO: Invariant Neural Operators for Learning Complex Physical Systems with Momentum Conservation.

Ning Liu, Yue Yu, Huaiqian You, Neeraj Tatikola

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023