no code implementations • 27 Nov 2023 • Ahmet F. Budak, Keren Zhu, David Z. Pan
Our efficient algorithm solves the post-layout performance optimization problem where simulations are known to be expensive.
no code implementations • 1 Oct 2021 • Ahmet F. Budak, Prateek Bhansali, Bo Liu, Nan Sun, David Z. Pan, Chandramouli V. Kashyap
The key contributions of this paper are a novel sample-efficient two-stage deep learning optimization framework leveraging RL actor-critic algorithms, and a recipe to extend it on large industrial circuits using critical device identification.