HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep Spiking Neural Networks by Training with Crafted Input Noise
Kundu, Souvik, Pedram, Massoud, Beerel, Peter A.
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2021)
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2021)
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Conference Proceeding
Guest Editorial: Special Issue on Learning, Optimization, and Implementation for Circuits and Systems Driven by Artificial Intelligence
Tang, Yang, Beerel, Peter A., Kurths, Jurgen, Chen, Guanrong
Published in IEEE transactions on circuits and systems. I, Regular papers (01.05.2024)
Published in IEEE transactions on circuits and systems. I, Regular papers (01.05.2024)
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Journal Article
Pre-Defined Sparsity for Low-Complexity Convolutional Neural Networks
Kundu, Souvik, Nazemi, Mahdi, Pedram, Massoud, Chugg, Keith M., Beerel, Peter A.
Published in IEEE transactions on computers (01.07.2020)
Published in IEEE transactions on computers (01.07.2020)
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Journal Article
Can Deep Neural Networks be Converted to Ultra Low-Latency Spiking Neural Networks?
Datta, Gourav, Beerel, Peter A.
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
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Conference Proceeding
Spike-Thrift: Towards Energy-Efficient Deep Spiking Neural Networks by Limiting Spiking Activity via Attention-Guided Compression
Kundu, Souvik, Datta, Gourav, Pedram, Massoud, Beerel, Peter A.
Published in 2021 IEEE Winter Conference on Applications of Computer Vision (WACV) (01.01.2021)
Published in 2021 IEEE Winter Conference on Applications of Computer Vision (WACV) (01.01.2021)
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Conference Proceeding
Metastability in Superconducting Single Flux Quantum (SFQ) Logic
Datta, Gourav, Lin, Yunkun, Zhang, Bo, Beerel, Peter A.
Published in IEEE transactions on circuits and systems. I, Regular papers (01.05.2021)
Published in IEEE transactions on circuits and systems. I, Regular papers (01.05.2021)
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Journal Article
A processing-in-pixel-in-memory paradigm for resource-constrained TinyML applications
Datta, Gourav, Kundu, Souvik, Yin, Zihan, Lakkireddy, Ravi Teja, Mathai, Joe, Jacob, Ajey P, Beerel, Peter A, Jaiswal, Akhilesh R
Published in Scientific reports (23.08.2022)
Published in Scientific reports (23.08.2022)
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Journal Article
Programming memristor arrays with arbitrarily high precision for analog computing
Song, Wenhao, Rao, Mingyi, Li, Yunning, Li, Can, Zhuo, Ye, Cai, Fuxi, Wu, Mingche, Yin, Wenbo, Li, Zongze, Wei, Qiang, Lee, Sangsoo, Zhu, Hengfang, Gong, Lei, Barnell, Mark, Wu, Qing, Beerel, Peter A, Chen, Mike Shuo-Wei, Ge, Ning, Hu, Miao, Xia, Qiangfei, Yang, J Joshua
Published in Science (American Association for the Advancement of Science) (23.02.2024)
Published in Science (American Association for the Advancement of Science) (23.02.2024)
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Journal Article
A Robust and Self-Adaptive Clocking Technique for SFQ Circuits
Tadros, Ramy N., Beerel, Peter A.
Published in IEEE transactions on applied superconductivity (01.10.2018)
Published in IEEE transactions on applied superconductivity (01.10.2018)
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Journal Article
RNA-ViT: Reduced-Dimension Approximate Normalized Attention Vision Transformers for Latency Efficient Private Inference
Chen, Dake, Zhang, Yuke, Kundu, Souvik, Li, Chenghao, Beerel, Peter A.
Published in 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD) (28.10.2023)
Published in 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD) (28.10.2023)
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Conference Proceeding
SystemVerilog Modeling of SFQ and AQFP Circuits
Tadros, Ramy N., Fayyazi, Arash, Pedram, Massoud, Beerel, Peter A.
Published in IEEE transactions on applied superconductivity (01.03.2020)
Published in IEEE transactions on applied superconductivity (01.03.2020)
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Journal Article
Optimizing (HC)[Formula Omitted] LC, A Robust Clock Distribution Network For SFQ Circuits
Tadros, Ramy N, Beerel, Peter A
Published in IEEE transactions on applied superconductivity (01.01.2020)
Published in IEEE transactions on applied superconductivity (01.01.2020)
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Journal Article
ViTA: A Vision Transformer Inference Accelerator for Edge Applications
Nag, Shashank, Datta, Gourav, Kundu, Souvik, Chandrachoodan, Nitin, Beerel, Peter A.
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
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Conference Proceeding
Bridging the Gap Between Spiking Neural Networks & LSTMs for Latency & Energy Efficiency
Datta, Gourav, Deng, Haoqin, Aviles, Robert, Liu, Zeyu, Beerel, Peter A.
Published in 2023 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) (07.08.2023)
Published in 2023 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) (07.08.2023)
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Conference Proceeding