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On the Self-Repair Role of Astrocytes in STDP Enabled Unsupervised SNNs


Sep 08, 2020
Mehul Rastogi , Sen Lu , Abhronil Sengupta


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Exploring the Connection Between Binary and Spiking Neural Networks


Feb 24, 2020
Sen Lu , Abhronil Sengupta


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Exploiting Oxide Based Resistive RAM Variability for Bayesian Neural Network Hardware Design


Jan 02, 2020
Akul Malhotra , Sen Lu , Kezhou Yang , Abhronil Sengupta

* This work is based on arXiv:1911.05828 which explored spintronic technologies for Bayesian neural hardware design 

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Exploiting Oxide Based Resistive RAM Variability for Probabilistic AI Hardware Design


Nov 21, 2019
Akul Malhotra , Sen Lu , Kezhou Yang , Abhronil Sengupta

* This work is based on arXiv:1911.05828 which explored spintronic technologies for Bayesian neural hardware design 

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Rx-Caffe: Framework for evaluating and training Deep Neural Networks on Resistive Crossbars


Aug 31, 2018
Shubham Jain , Abhronil Sengupta , Kaushik Roy , Anand Raghunathan


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Going Deeper in Spiking Neural Networks: VGG and Residual Architectures


Jun 09, 2018
Abhronil Sengupta , Yuting Ye , Robert Wang , Chiao Liu , Kaushik Roy


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TraNNsformer: Neural network transformation for memristive crossbar based neuromorphic system design


Mar 04, 2018
Aayush Ankit , Abhronil Sengupta , Kaushik Roy

* (8 pages, 9 figures) Published in Computer-Aided Design (ICCAD), 2017 IEEE/ACM International Conference on 

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RESPARC: A Reconfigurable and Energy-Efficient Architecture with Memristive Crossbars for Deep Spiking Neural Networks


Feb 20, 2017
Aayush Ankit , Abhronil Sengupta , Priyadarshini Panda , Kaushik Roy

* 6 pages, 14 figures, Accepted in Design Automation Conference, 2017 

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Energy-Efficient Object Detection using Semantic Decomposition


Sep 20, 2016
Priyadarshini Panda , Swagath Venkataramani , Abhronil Sengupta , Anand Raghunathan , Kaushik Roy

* 10 pages, 13 figures, 3 algorithms, Submitted to IEEE TVLSI(Under Review) 

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Conditional Deep Learning for Energy-Efficient and Enhanced Pattern Recognition


Jan 28, 2016
Priyadarshini Panda , Abhronil Sengupta , Kaushik Roy

* 6 pages, 10 figures, 2 algorithms < Accepted for Design and Automation Test in Europe (DATE) conference, 2016> 

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