17 citations · 17 across the 4 of their papers we have counts for
4 papers
Sequential subspace methods on Stiefel manifold optimization
Pengwen Chen, Chung-Kuan Cheng, Chester Holtz
We investigate the minimization of a quadratic function over Stiefel manifolds (the set of all orthogonal - frames in ), which has applications in high-dimensional…
On Robustness and Generalization of ML-Based Congestion Predictors to Valid and Imperceptible Perturbations
Chester Holtz, Yucheng Wang, Chung-Kuan Cheng +1
There is substantial interest in the use of machine learning (ML)-based techniques throughout the electronic computer-aided design (CAD) flow, particularly methods based on deep le…
Semi-Supervised Laplace Learning on Stiefel Manifolds
Chester Holtz, Pengwen Chen, Alexander Cloninger +2
Motivated by the need to address the degeneracy of canonical Laplace learning algorithms in low label rates, we propose to reformulate graph-based semi-supervised learning as a non…
Net Separation-Oriented Printed Circuit Board Placement via Margin Maximization
Chung-Kuan Cheng, Chia-Tung Ho, Chester Holtz
Packaging has become a crucial process due to the paradigm shift of More than Moore. Addressing manufacturing and yield issues is a significant challenge for modern layout algorith…