Publication: Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays
Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays
Date
Date
Date
Citations
Payvand, M., Fouda, M. E., Kurdahi, F., Eltawil, A., & Neftci, E. O. (2020, September 2). Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays. 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), Genova. https://doi.org/10.1109/aicas48895.2020.9073998
Abstract
Abstract
Abstract
Recent breakthroughs suggest that local, approximate gradient descent learning is compatible with Spiking Neural Networks (SNNs). Although SNNs can be scalably implemented using neuromorphic VLSI, an architecture, that can learn in situ as accurately as conventional processors, is still missing. Here, we propose a subthreshold circuit architecture designed through insights obtained from machine learning and computational neuroscience that could achieve such accuracy. Using a surrogate gradient learning framework, we derive local, erro
Additional indexing
Creators (Authors)
- Payvand, Melika
- Fouda, Mohammed E
- Kurdahi, Fadi
- Eltawil, Ahmed
- Neftci, Emre O
Event Title
Event Title
Event Title
Event Location
Event Location
Event Location
Event Country
Event Country
Event Country
Event Start Date
Event Start Date
Event Start Date
Event End Date
Event End Date
Event End Date
Publisher
Publisher
Publisher
Item Type
Item Type
Item Type
In collections
Language
Language
Language
Date available
Date available
Date available
ISBN or e-ISBN
ISBN or e-ISBN
ISBN or e-ISBN
OA Status
OA Status
OA Status
Free Access at
Free Access at
Free Access at
Publisher DOI
Citations
Payvand, M., Fouda, M. E., Kurdahi, F., Eltawil, A., & Neftci, E. O. (2020, September 2). Error-triggered Three-Factor Learning Dynamics for Crossbar Arrays. 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), Genova. https://doi.org/10.1109/aicas48895.2020.9073998
