Hypernetwork-based Meta-Learning for Low-Rank Physics-Informed Neural
Networks

Hypernetwork-based Meta-Learning for Low-Rank Physics-Informed Neural Networks

14 October 2023

Papers citing "Hypernetwork-based Meta-Learning for Low-Rank Physics-Informed Neural Networks"

16 / 16 papers shown

Title
Unveiling the Potential of Superexpressive Networks in Implicit Neural Representations Uvini Balasuriya Mudiyanselage Woojin Cho Minju Jo Noseong Park Kookjin Lee 42 0 0 27 Mar 2025
Adaptive Physics-informed Neural Networks: A Survey Edgar Torres Jonathan Schiefer Mathias Niepert PINN AI4CE 63 0 0 23 Mar 2025
Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Yizheng Wang Jinshuai Bai M. Eshaghi C. Anitescu X. Zhuang Timon Rabczuk Yinghua Liu AI4CE 48 1 0 02 Feb 2025
MaD-Scientist: AI-based Scientist solving Convection-Diffusion-Reaction Equations Using Massive PINN-Based Prior Data Mingu Kang Dongseok Lee Woojin Cho Jaehyeon Park Kookjin Lee Anthony Gruber Youngjoon Hong Noseong Park DiffM AI4CE 29 0 0 09 Oct 2024
FastLRNR and Sparse Physics Informed Backpropagation Woojin Cho Kookjin Lee Noseong Park Donsub Rim Gerrit Welper AI4CE 21 0 0 05 Oct 2024
Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization Michal Balcerak Tamaz Amiranashvili Andreas Wagner Jonas Weidner P. Karnakov Johannes C. Paetzold Ivan Ezhov P. Koumoutsakos Benedikt Wiestler Bjoern H. Menze AI4CE 20 2 0 30 Sep 2024
Dual Cone Gradient Descent for Training Physics-Informed Neural Networks Youngsik Hwang Dong-Young Lim AI4CE 30 2 0 27 Sep 2024
Parameterized Physics-informed Neural Networks for Parameterized PDEs Woojin Cho Minju Jo Haksoo Lim Kookjin Lee Dongeun Lee Sanghyun Hong Noseong Park PINN AI4CE 30 15 1 18 Aug 2024
A Low Rank Neural Representation of Entropy Solutions Donsub Rim Gerrit Welper 14 1 0 09 Jun 2024
Neural Parameter Regression for Explicit Representations of PDE Solution Operators Konrad Mundinger Max Zimmer S. Pokutta 44 0 0 19 Mar 2024
CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations Jules Berman Benjamin Peherstorfer 27 9 0 22 Feb 2024
Learning Flexible Body Collision Dynamics with Hierarchical Contact Mesh Transformer Youn-Yeol Yu Jeongwhan Choi Woojin Cho Kookjin Lee Nayong Kim ... Ilho Kim Seok-Woo Lee Joon Young Yang S. Yoon Noseong Park AI4CE 15 7 0 19 Dec 2023
Meta-Learning Sparse Compression Networks Jonathan Richard Schwarz Yee Whye Teh 54 25 0 18 May 2022
Initialization and Regularization of Factorized Neural Layers M. Khodak Neil A. Tenenholtz Lester W. Mackey Nicolò Fusi 63 56 0 03 May 2021
B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data Liu Yang Xuhui Meng George Karniadakis PINN 180 758 0 13 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 317 11,681 0 09 Mar 2017