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Electrical and Computer Engineering
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PUBLICATIONS [P]
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"Space-Time Algebra: A Model for Neocortical Computation,"
James E. Smith, ISCA 2018. -
"A Microarchitecture Implementation Framework for
Online Learning with Temporal Neural Networks," Harideep Nair, John Paul Shen, & James E. Smith, ISVLSI 2021. -
"Unsupervised Clustering of Time Series Signals Using Neuromorphic Energy-Efficient Temporal Neural Networks,"
Shreyas Chaudhari, Harideep Nair, Jose M.F. Moura, & John Paul Shen, ICASSP 2021. -
"TNN7: A Custom Macro Suite for Implementing Highly Optimized Designs of Neuromorphic TNNs," Harideep Nair, Prabhu Vellaisamy, Santha Bhasuthkar, & John Paul Shen, ISVLSI 2022.
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"tuGEMM: Area-Power-Efficient Temporal Unary GEMM Architecture for Low Resolution Edge AI," Harideep Nair, Prabhu Vellaisamy, Albert Chen, Joseph Finn, Anna Li, Manav Trivedi, and John Paul Shen, ISCAS 2023.
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"tubGEMM: Energy-Efficient and Sparsity-Effective Temporal-Unary-Binary Based Matrix Multiply Unit," Prabhu Vellaisamy, Harideep Nair, Joseph Finn, Manav Trivedi, Albert Chen, Anna Li, Tsung-Han Lin, Perry Wang, Shawn Blanton, and John Paul Shen, ISVLSI 2023.
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PRESENTATIONS [PR]
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"A Road Map for Reverse-Architecting the Brain's Neocortex," James E. Smith, FCRC Keynote 2019.
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"Towards a Design Framework for TNN-Based Neuromorphic Sensory Processing Units," Prabhu Vellaisamy, & John Paul Shen, The 4th Young Architect Workshop (YArch'22), at ASPLOS 2022. https://web.mit.edu/yarch2022/
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RESEARCH NOTES [RN]
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"(Newtonian) Space-Time Algebra,"
James E. Smith, 6/15/2019 -
"A Macrocolumn Architecture Implemented with Spiking Neurons,"James E. Smith, 2/9/2023
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