Spectral-bias and kernel-task alignment in physically informed neural networks

Keyphrases

• Spectral Bias 100%
• Physics-informed Neural Networks 100%
• Task Alignment 100%
• Spectrum Kernel 100%
• Differential Equations 50%
• Training Protocol 25%
• Neural Network 25%
• Over-parameterized 25%
• Deep Learning Methods 25%
• Spectral Decomposition 25%
• Source Term 25%
• Integro-differential Equations 25%
• Implicit Bias 25%
• Neural Network Training 25%
• Craftsmanship 25%
• Design Protocol 25%
• Neural Network Prediction 25%
• Gaussian Process Regression 25%
• Network Process 25%
• Neural Network Design 25%

Mathematics

• Neural Network 100%
• Differential Equation 20%
• Spectral Decomposition 20%
• Source Term 20%
• Kriging 20%
• Solving Differential Equation 20%
• Original Differential Equation 20%
• Deep Learning Method 20%

Computer Science

• Neural Network 100%
• Large Data Set 20%
• Theoretical Framework 20%
• Learning Approach 20%
• Network Design 20%
• Integro-Differential Equation 20%
• Spectral Decomposition 20%
• Deep Learning Method 20%