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368 积分 2025-09-14 加入
Investigating and Mitigating Failure Modes in Physics-Informed Neural Networks (PINNs)
17小时前
已完结
Dasa-Pinns: Differentiable Adversarial Self-Adaptive Pointwise Weighting Scheme for Physics-Informed Neural Networks
17小时前
已完结
VS-PINN: A fast and efficient training of physics-informed neural networks using variable-scaling methods for solving PDEs with stiff behavior
1天前
已关闭
CDadam: Central difference adam algorithm for physics-informed neural networks
1天前
已完结
Estimates on the generalization error of physics-informed neural networks for approximating a class of inverse problems for PDEs
1天前
已完结
Adaptive Learning Rate Residual Network Based on Physics-Informed for Solving Partial Differential Equations
2天前
已完结
Convolution-weighting method for the physics-informed neural network: A primal-dual optimization perspective
4天前
已完结
Convolution-weighting method for the physics-informed neural network: A primal-dual optimization perspective
5天前
已关闭
SK-PINN: Accelerated physics-informed deep learning by smoothing kernel gradients
5天前
已完结
Enhancing Training of Physics-Informed Neural Networks Using Domain Decomposition–Based Preconditioning Strategies
5天前
已完结
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