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达多伊·达德索提出的RJ-PINNs框架是一种开创性方法,它使用基于雅可比矩阵的最小二乘法(TRF)直接最小化残差,无需传统的损失函数。这是首个在PINNs中消除梯度优化器的方案,为反向偏微分方程问题提供了无与伦比的鲁棒性。
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
[ICLR 2025] Official implementation of Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration
[NeurIPS 2022] Denoising Diffusion Restoration Models -- Official Code Repository
Physics Informed Machine Learning Tutorials (Pytorch and Jax)
Operator Discretization Library https://odlgroup.github.io/odl/
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
[CVPR 2020] Official Implementation: "Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models".
Scientific Computational Imaging COde
Learned Primal-Dual Reconstruction