Device Codesign using Reinforcement Learning and Evolutionary Optimization

Published: 01 Nov 2023, Last Modified: 22 Dec 2023MLNCP PosterEveryoneRevisionsBibTeX
Keywords: emerging devices, AI-guided Codesign, Reinforcement learning, evolutioanry optiomization, MTJ
TL;DR: AI-Guided Codesign for Device Discovery and Codesign
Abstract: Device discovery and circuit modeling for emerging devices, such as magnetic tunnel junctions, require detailed and time-consuming device and circuit simulations. In this work, we propose using AI-guided techniques such as reinforcement learning and evolutionary optimization to accelerate device discovery, creativity of solutions, and automate optimization to design true random number generators for a given distribution. We present preliminary results designing true random number generators using magnetic tunnel junctions optimized for performance.
Submission Number: 25