Search Results for author: Xiaochen Guo

Found 3 papers, 0 papers with code

An In-Memory Analog Computing Co-Processor for Energy-Efficient CNN Inference on Mobile Devices

no code implementations24 May 2021 Mohammed Elbtity, Abhishek Singh, Brendan Reidy, Xiaochen Guo, Ramtin Zand

In this paper, we develop an in-memory analog computing (IMAC) architecture realizing both synaptic behavior and activation functions within non-volatile memory arrays.

Inference with Hybrid Bio-hardware Neural Networks

no code implementations28 May 2019 Yuan Zeng, Zubayer Ibne Ferdous, Weixiang Zhang, Mufan Xu, Anlan Yu, Drew Patel, Xiaochen Guo, Yevgeny Berdichevsky, Zhiyuan Yan

This paper studies whether a bio-plausible model of a in vitro living neural network can be used to perform machine learning tasks and achieve good inference accuracy.

Handwritten Digit Recognition Image Classification +2

A Supervised STDP-based Training Algorithm for Living Neural Networks

no code implementations30 Oct 2017 Yuan Zeng, Kevin Devincentis, Yao Xiao, Zubayer Ibne Ferdous, Xiaochen Guo, Zhiyuan Yan, Yevgeny Berdichevsky

Neural networks have shown great potential in many applications like speech recognition, drug discovery, image classification, and object detection.

BIG-bench Machine Learning Drug Discovery +7

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