A New Efficient Method for Eliminating Minor Components

ICLR 2026 Conference Submission16768 Authors

Keywords: gradient, SD method, CBB method, Minor Component

Abstract: We present a new gradient method for quadratic programming, named EM(Eliminating Minor Component Values), which eliminate the component in the direction of large eigenvalues when the current position is in the direction of small eigenvalues, thereby reducing the increase in the component of large eigenvalues in the next iteration. Numerical experiments show that the EM method has significant advantages over some commonly used optimization methods, such as BB and CBB.

Primary Area: optimization

Submission Number: 16768