Deep transfer operator learning for partial differential equations under
conditional shift

v1v2 (latest)

Deep transfer operator learning for partial differential equations under conditional shift

20 April 2022

Katiana Kontolati

Michael D. Shields

George Karniadakis

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Papers citing "Deep transfer operator learning for partial differential equations under conditional shift"

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Title
OmniFluids: Unified Physics Pre-trained Modeling of Fluid Dynamics Rui Zhang Qi Meng Han Wan Yang Liu Zhi-Ming Ma Hao Sun AI4CE 104 0 0 12 Jun 2025
PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations Benjamin Holzschuh Qiang Liu Georg Kohl Nils Thuerey AI4CE 38 1 0 30 May 2025
A Physics-preserved Transfer Learning Method for Differential Equations Hao-Ran Yang Chuan-Xian Ren 442 0 0 02 May 2025
Partial Distribution Alignment via Adaptive Optimal Transport Pei Yang Qi Tan Guihua Wen 158 0 0 07 Mar 2025
Data-Driven Probabilistic Air-Sea Flux Parameterization Jiarong Wu Pavel Perezhogin D. Gagne Brandon Reichl Aneesh C. Subramanian Elizabeth Thompson Laure Zanna 138 0 0 06 Mar 2025
Using Linearized Optimal Transport to Predict the Evolution of Stochastic Particle Systems Nicholas Karris Evangelos A. Nikitopoulos Ioannis G. Kevrekidis Seungjoon Lee Alexander Cloninger OT 141 0 0 10 Jan 2025
A MgNO Method for Multiphase Flow in Porous Media Xinliang Liu Xia Yang Chen-Song Zhang Lian Zhang Li Zhao AI4CE 98 1 0 16 Jun 2024
Leveraging Multi-time Hamilton-Jacobi PDEs for Certain Scientific Machine Learning Problems Paula Chen Tingwei Meng Zongren Zou Jérome Darbon George Karniadakis AI4CE 123 5 0 22 Mar 2023
Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks K. Michałowska S. Goswami George Karniadakis S. Riemer-Sørensen AI4CE 86 19 0 03 Mar 2023
Explaining the physics of transfer learning a data-driven subgrid-scale closure to a different turbulent flow Adam Subel Yifei Guan Ashesh Chattopadhyay Pedram Hassanzadeh AI4CE 59 43 0 07 Jun 2022
Towards Size-Independent Generalization Bounds for Deep Operator Nets Pulkit Gopalani Sayar Karmakar Dibyakanti Kumar Anirbit Mukherjee AI4CE 66 5 0 23 May 2022