Higher-Accuracy Photonic Neural Networks via Duplication Schemes for Noise Reduction
- Resource Type
- Conference
- Authors
- Kosmella, Gianluca; Sanders, Jaron; Shi, Bin; Stabile, Ripalta
- Source
- 2023 International Conference on Photonics in Switching and Computing (PSC) Photonics in Switching and Computing (PSC), 2023 International Conference on. :1-4 Sep, 2023
- Subject
- Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Photonics and Electrooptics
Optical switches
Noise reduction
Optical computing
Artificial neural networks
Optical fiber networks
Performance gain
Optical noise
Optical Neural Networks
Law of Large Numbers
Universal Approximation
- Language
- ISSN
- 2166-8892
We present how feasible duplication schemes for reducing noise in optical neural networks achieve accuracy gains when compared to implementations without duplication. Performance gains are 7.4% at a practical chip size, and noise can be negated completely in a many-duplication regime.