drift-aligned tangent regularization

New research introduces Jacobian-Velocity Bounds to mitigate deployment risk under covariate drift.

Researchers have developed a new method called Jacobian-Velocity Bounds to address deployment risks for machine learning models facing dynamic covariate shift. This approach focuses on penalizing sensitivity along estim…