Search Results for author: Ahmet F. Budak

Found 2 papers, 0 papers with code

Practical Layout-Aware Analog/Mixed-Signal Design Automation with Bayesian Neural Networks

no code implementations27 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.

DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing using Deep Neural Networks

no code implementations1 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.

Reinforcement Learning (RL)

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