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physics.optics2023★ 24 cited
Quantum-limited stochastic optical neural networks operating at a few quanta per activation
Shi-Yuan Ma, Tianyu Wang, Jérémie Laydevant +2
Energy efficiency in computation is ultimately limited by noise, with quantum limits setting the fundamental noise floor. Analog physical neural networks hold promise for improved…
cs.ET2023★ 6 cited
Optical Transformers
Maxwell G. Anderson, Shi-Yuan Ma, Tianyu Wang +2
The rapidly increasing size of deep-learning models has caused renewed and growing interest in alternatives to digital computers to dramatically reduce the energy cost of running s…