Pseudospectral Bounds for Transient Amplification in Coupled Gradient Descent

The paper develops a sharp pseudospectral theory for coupled gradient descent systems with block-triangular Jacobians, relevant to bilevel optimization and adversarial training. It provides bounds for transient amplification and characterizes critical coupling thresholds for spectral instability.