research
∙
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-...
share
research
∙
02/14/2023
A Bit-Parallel Deterministic Stochastic Multiplier
This paper presents a novel bit-parallel deterministic stochastic multip...
research
∙
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...
research
∙
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...
research
∙
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...
research
∙
06/17/2021
Characterization and Mitigation of Electromigration Effects in TSV-Based Power Delivery Network Enabled 3D-Stacked DRAMs
With 3D-stacked DRAM architectures becoming more prevalent, it has becom...
research
∙
03/16/2021
ARXON: A Framework for Approximate Communication over Photonic Networks-on-Chip
The approximate computing paradigm advocates for relaxing accuracy goals...
research
∙
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...
research
∙
02/26/2020
