Ning Liu

14 papers A* 3A 1Journal 10
YearRankTypeTitle / Venue / Authors
2025 J jnl
Harnessing large language models for data-scarce learning of polymer properties.
Nat. Comput. Sci.
Ning Liu, Siavash Jafarzadeh, Brian Y. Lattimer, Shuna Ni, Jim Lua, Yue Yu
2025 J jnl
Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery.
CoRR
Ning Liu, Yue Yu
2024 J jnl
Deep Neural Operator Enabled Digital Twin Modeling for Additive Manufacturing.
CoRR
Ning Liu, Xuxiao Li, Manoj R. Rajanna, Edward W. Reutzel, Brady Sawyer, Prahalada Rao, Jim Lua, Nam Phan, Yue Yu
2024 J jnl
Disentangled Representation Learning for Parametric Partial Differential Equations.
CoRR
Ning Liu, Lu Zhang, Tian Gao, Yue Yu
2024 A* conf
Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws.
ICML
Ning Liu, Yiming Fan, Xianyi Zeng, Milan Klöwer, Lu Zhang, Yue Yu
2024 J jnl
Large language models, physics-based modeling, experimental measurements: the trinity of data-scarce learning of polymer properties.
CoRR
Ning Liu, Siavash Jafarzadeh, Brian Y. Lattimer, Shuna Ni, Jim Lua, Yue Yu
2024 A* conf
Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery.
NeurIPS
Yue Yu, Ning Liu, Fei Lu, Tian Gao, Siavash Jafarzadeh, Stewart A. Silling
2024 J jnl
Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery.
CoRR
Yue Yu, Ning Liu, Fei Lu, Tian Gao, Siavash Jafarzadeh, Stewart Silling
2024 J jnl
Peridynamic Neural Operators: A Data-Driven Nonlocal Constitutive Model for Complex Material Responses.
CoRR
Siavash Jafarzadeh, Stewart Silling, Ning Liu, Zhongqiang Zhang, Yue Yu
2023 A* conf
Domain Agnostic Fourier Neural Operators.
NeurIPS
Ning Liu, Siavash Jafarzadeh, Yue Yu
2023 J jnl
Domain Agnostic Fourier Neural Operators.
CoRR
Ning Liu, Siavash Jafarzadeh, Yue Yu
2023 J jnl
Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws.
CoRR
Ning Liu, Yiming Fan, Xianyi Zeng, Milan Klöwer, Yue Yu
2023 A conf
INO: Invariant Neural Operators for Learning Complex Physical Systems with Momentum Conservation.
AISTATS
Ning Liu, Yue Yu, Huaiqian You, Neeraj Tatikola
2022 J jnl
INO: Invariant Neural Operators for Learning Complex Physical Systems with Momentum Conservation.
CoRR
Ning Liu, Yue Yu, Huaiqian You, Neeraj Tatikola