Structure probing neural network deflation

Mathematics

• Deflation 100%
• Local Minimizer 71%
• Neural Networks 69%
• Learning 40%
• Multiple Solutions 32%
• Optimization 22%
• Meshfree 20%
• Stochastic Gradient 19%
• Network Structure 18%
• Gradient Descent 18%
• Physical Model 17%
• Guess 16%
• Nonlinear Model 14%
• Nonlinear Differential Equations 12%
• Count 12%
• Regularization 12%
• High-dimensional 12%
• Numerical Experiment 10%
• Converge 9%
• Demonstrate 8%
• Operator 6%

Physics & Astronomy

• learning 80%
• optimization 32%
• descent 30%
• mesh 23%
• differential equations 19%
• operators 17%
• gradients 16%
• energy 7%

Engineering & Materials Science

• Deep learning 66%
• Neural networks 44%
• Differential equations 21%
• Experiments 8%