2 citations · 8 across the 30 of their papers we have counts for
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An Analysis of Various Design Pathways Towards Multi-Terabit Photonic On-Interposer Interconnects
Venkata Sai Praneeth Karempudi, Janibul Bashir, Ishan G Thakkar
In the wake of dwindling Moore's Law, to address the rapidly increasing complexity and cost of fabricating large-scale, monolithic systems-on-chip (SoCs), the industry has adopted…
A Silicon Nitride Microring Modulator for High-Performance Photonic Integrated Circuits
Venkata Sai Praneeth Karempudi, Ishan G Thakkar, Jeffrey Todd Hastings
The use of the Silicon-on-Insulator (SOI) platform has been prominent for realizing CMOS-compatible, high-performance photonic integrated circuits (PICs). But in recent years, the…
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…
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of Binary Neural Networks
Sairam Sri Vatsavai, Venkata Sai Praneeth Karempudi, Ishan Thakkar
Binary Neural Networks (BNNs) are increasingly preferred over full-precision Convolutional Neural Networks(CNNs) to reduce the memory and computational requirements of inference pr…
A Bit-Parallel Deterministic Stochastic Multiplier
Sairam Sri Vatsavai, Ishan Thakkar
This paper presents a novel bit-parallel deterministic stochastic multiplier, which improves the area-energy-latency product by up to 10.610, while improving the comput…
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast, Energy-Efficient Inference of Integer-Quantized CNNs
Sairam Sri Vatsavai, Venkata Sai Praneeth Karempudi, Ishan Thakkar +2
The acceleration of a CNN inference task uses convolution operations that are typically transformed into vector-dot-product (VDP) operations. Several photonic microring resonators…