"surrogate modeling" Papers

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DiffIM: Differentiable Influence Minimization with Surrogate Modeling and Continuous Relaxation

Junghun Lee, Hyunju Kim, Fanchen Bu et al.

AAAI 2025paperarXiv:2502.01031

Uncertainty-Informed Meta Pseudo Labeling for Surrogate Modeling with Limited Labeled Data

Xingyu Ren, Pengwei Liu, Pengkai Wang et al.

Faithful and Efficient Explanations for Neural Networks via Neural Tangent Kernel Surrogate Models

Andrew Engel, Zhichao Wang, Natalie Frank et al.

ICLR 2024spotlightarXiv:2305.14585

Multi-Fidelity Residual Neural Processes for Scalable Surrogate Modeling

Brooks(Ruijia) Niu, Dongxia Wu, Kai Kim et al.

ICML 2024arXiv:2402.18846

Parameterized Physics-informed Neural Networks for Parameterized PDEs

Woojin Cho, Minju Jo, Haksoo Lim et al.

ICML 2024arXiv:2408.09446

Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning

Junfeng CHEN, Kailiang Wu

ICML 2024arXiv:2405.09285

Vectorized Conditional Neural Fields: A Framework for Solving Time-dependent Parametric Partial Differential Equations

Jan Hagnberger, Marimuthu Kalimuthu, Daniel Musekamp et al.

ICML 2024oralarXiv:2406.03919