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DRESS: Dynamic REal-time Sparse Subnets


Jul 01, 2022
Zhongnan Qu , Syed Shakib Sarwar , Xin Dong , Yuecheng Li , Ekin Sumbul , Barbara De Salvo

* Published in Efficient Deep Learning for Computer Vision (ECV) CVPR Workshop 2022 

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Memory-Oriented Design-Space Exploration of Edge-AI Hardware for XR Applications


Jun 08, 2022
Vivek Parmar , Syed Shakib Sarwar , Ziyun Li , Hsien-Hsin S. Lee , Barbara De Salvo , Manan Suri


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Distributed On-Sensor Compute System for AR/VR Devices: A Semi-Analytical Simulation Framework for Power Estimation


Mar 14, 2022
Jorge Gomez , Saavan Patel , Syed Shakib Sarwar , Ziyun Li , Raffaele Capoccia , Zhao Wang , Reid Pinkham , Andrew Berkovich , Tsung-Hsun Tsai , Barbara De Salvo , Chiao Liu

* 6 pages, 5 figures, TinyML Research Symposium 

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Power-of-Two Quantization for Low Bitwidth and Hardware Compliant Neural Networks


Mar 09, 2022
Dominika Przewlocka-Rus , Syed Shakib Sarwar , H. Ekin Sumbul , Yuecheng Li , Barbara De Salvo

* TinyML Research Symposium 

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A Comprehensive Analysis on Adversarial Robustness of Spiking Neural Networks


May 07, 2019
Saima Sharmin , Priyadarshini Panda , Syed Shakib Sarwar , Chankyu Lee , Wachirawit Ponghiran , Kaushik Roy

* Accepted in IJCNN2019 

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Enabling Spike-based Backpropagation in State-of-the-art Deep Neural Network Architectures


Mar 25, 2019
Chankyu Lee , Syed Shakib Sarwar , Kaushik Roy

* Chankyu Lee and Syed Shakib Sarwar contributed equally to the work 

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Incremental Learning in Deep Convolutional Neural Networks Using Partial Network Sharing


Sep 17, 2018
Syed Shakib Sarwar , Aayush Ankit , Kaushik Roy

* 21 pages, 11 figures. Under review for journal 'Neural Computing and Applications' 

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Gabor Filter Assisted Energy Efficient Fast Learning Convolutional Neural Networks


May 12, 2017
Syed Shakib Sarwar , Priyadarshini Panda , Kaushik Roy

* EEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), Taipei, 2017, pp. 1-6 
* Accepted in ISLPED 2017 

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Multiplier-less Artificial Neurons Exploiting Error Resiliency for Energy-Efficient Neural Computing


Feb 27, 2016
Syed Shakib Sarwar , Swagath Venkataramani , Anand Raghunathan , Kaushik Roy

* In Design, Automation & Test in Europe Conference & Exhibition (DATE), 2016, pp. 145-150 
* Accepted in Design, Automation and Test in Europe 2016 conference (DATE-2016) 

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Significance Driven Hybrid 8T-6T SRAM for Energy-Efficient Synaptic Storage in Artificial Neural Networks


Feb 27, 2016
Gopalakrishnan Srinivasan , Parami Wijesinghe , Syed Shakib Sarwar , Akhilesh Jaiswal , Kaushik Roy

* In Design, Automation & Test in Europe Conference & Exhibition (DATE), 2016, pp. 151-156 
* Accepted in Design, Automation and Test in Europe 2016 conference (DATE-2016) 

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