Deep Differential System Stability Learning advanced computations from examples
Table 1: Prediction of local convergence speed (within 10%).
['[EMPTY]', 'Degree 2', 'Degree 3', 'Degree 4', 'Degree 5', 'Degree 6', 'Overall']
An 8-layer transformer model of 1024 dimensions correctly predicts λ in 86.6% of cases. Performances range from 96.3% for systems of degree 2, to 77.3% for systems of degree 6. Overall, increasing the dimension and adding layers improves the performance.