Sujan K. Gonugondla — accepted AI-conference papers

2016

Perfect error compensation via algorithmic error cancellation

Sujan K. Gonugondla, Byonghyo Shim, Naresh R. Shanbhag

ICASSP 2016accepted

This paper presents a novel statistical error compensation (SEC) technique — algorithmic error cancellation (AEC)-for designing robust and energy-efficient signal processing and machine learning kernels on scaled process technologies. AEC exhibits a perfect error compensation (PEC) property, i.e., i…

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2015

An energy-efficient memory-based high-throughput VLSI architecture for convolutional networks

Mingu Kang, Sujan K. Gonugondla, Min-Sun Keel, Naresh R. Shanbhag

ICASSP 2015accepted

In this paper, an energy efficient, memory-intensive, and high throughput VLSI architecture is proposed for convolutional networks (C-Net) by employing compute memory (CM) [1], where computation is deeply embedded into the memory (SRAM). Behavioral models incorporating CM's circuit non-idealities an…

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