CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume PC12656 > Article
Presentation
5 October 2023 Tunable nanomagnetic synapses implement hardware variational inference engines
Christopher H. Bennett, Tianyao Patrick Xiao, Samuel Liu, Nicholas Zogbi, Andrew Maicke, Thomas Leonard, Jamin Pillars, Todd Monson, Sapan Agarwal, Jean Anne Incorvia
Author Affiliations +
Proceedings Volume PC12656, Spintronics XVI; PC1265614 (2023) https://doi.org/10.1117/12.2677849
Event: SPIE Nanoscience + Engineering, 2023, San Diego, California, United States
Abstract
Variational inference (VI) is an approximation of statistically valid Bayesian inference which is well-suited for analog accelerators, and stochastic nanomagnetic devices in particular are a strong candidate to implement this feature by exploiting tunable randomness in magnetic thin-films that can be run quickly and with a low power-draw. In this work, we a) discuss how VI can be reliably implemented with a combination of low-noise nanomagnetic synapses and tunable noise generating sources (magnetic tunnel junctions (MTJs) in a single analog design and b) summarize efforts to characterize the state-dependent noise profiles of various MTJ designs for various applications.
Conference Presentation
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Christopher H. Bennett, Tianyao Patrick Xiao, Samuel Liu, Nicholas Zogbi, Andrew Maicke, Thomas Leonard, Jamin Pillars, Todd Monson, Sapan Agarwal, and Jean Anne Incorvia "Tunable nanomagnetic synapses implement hardware variational inference engines", Proc. SPIE PC12656, Spintronics XVI, PC1265614 (5 October 2023); https://doi.org/10.1117/12.2677849
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
;
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 PRESENTATION
WATCH
PRESENTATION SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
KEYWORDS
Calibration
Design and modelling
Electrochemical etching
Magnetic tunnel junctions
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top