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HEANA: A Hybrid Time-Amplitude Analog Optical Accelerator with Flexible Dataflows for Energy-Efficient CNN Inference
Sairam Sri Vatsavai, Venkata Sai Praneeth Karempudi, Ishan Thakkar
Several photonic microring resonators (MRRs) based analog accelerators have been proposed to accelerate the inference of integer-quantized CNNs with remarkably higher throughput an…
High-Speed and Energy-Efficient Non-Binary Computing with Polymorphic Electro-Optic Circuits and Architectures
Ishan Thakkar, Sairam Sri Vatsavai, Venkata Sai Praneeth Karempudi
In this paper, we present microring resonator (MRR) based polymorphic E-O circuits and architectures that can be employed for high-speed and energy-efficient non-binary reconfigura…
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors
Sairam Sri Vatsavai, Ishan G Thakkar
Photonic Microring Resonator (MRR) based hardware accelerators have been shown to provide disruptive speedup and energy-efficiency improvements for processing deep Convolutional Ne…