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04/15/2023
High-Speed and Energy-Efficient Non-Binary Computing with Polymorphic Electro-Optic Circuits and Architectures
In this paper, we present microring resonator (MRR) based polymorphic E-...
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02/14/2023
A Bit-Parallel Deterministic Stochastic Multiplier
This paper presents a novel bit-parallel deterministic stochastic multip...
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02/14/2023
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast, Energy-Efficient Inference of Integer-Quantized CNNs
The acceleration of a CNN inference task uses convolution operations tha...
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02/12/2023
AGNI: In-Situ, Iso-Latency Stochastic-to-Binary Number Conversion for In-DRAM Deep Learning
Recent years have seen a rapid increase in research activity in the fiel...
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02/03/2023
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of Binary Neural Networks
Binary Neural Networks (BNNs) are increasingly preferred over full-preci...
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07/12/2022
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors
Photonic Microring Resonator (MRR) based hardware accelerators have been...
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01/03/2021
Silicon Photonic Microring Based Chip-Scale Accelerator for Delayed Feedback Reservoir Computing
To perform temporal and sequential machine learning tasks, the use of co...
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07/20/2020
