New Theory Addresses Transient Amplification in Coupled Gradient Descent

2026-06-05

Researchers have developed a pseudospectral theory to analyze transient amplification in coupled gradient descent, a common method in bilevel optimization and adversarial training. The findings offer a more granular understanding of learning dynamics beyond asymptotic stability.

Source: arXiv · cs.LG

Reported by VERA Newswire.