Design Methodologies for Skyrmion-Based Circuits and Systems in AI-Driven Applications: Bi-Directional Integration

Santhosh Sivasubramani, Themis Prodromakis

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Magnetic skyrmions, spintronics, energyefficient computing, nanoscale architectures, skyrmion dynamics, neuromorphic computing systems, skyrmions for AI, AI for skyrmions.

TL;DR: This work highlights the bidirectional synergy between AI and skyrmion-based systems, where AI models guide nanoscale magnetic dynamics, and skyrmion devices enable ultra-low-energy, scalable hardware for edge and in-memory intelligence.

Confirmation Of Submission Requirements: I submit a previously published paper. It was published in an archival peer–reviewed venue on or after September 1st 2025, I specify the DOI in the field below, and I submit the camera-ready version of the paper.

DOI: https://doi.org/10.1109/MCAS.2025.3587613

Submission Number: 168