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Lottery Ticket Hypothesis for Spiking Neural Networks


Jul 04, 2022
Youngeun Kim , Yuhang Li , Hyoungseob Park , Yeshwanth Venkatesha , Ruokai Yin , Priyadarshini Panda

* Accepted to European Conference on Computer Vision (ECCV) 2022 

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Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars


Jun 20, 2022
Abhiroop Bhattacharjee , Youngeun Kim , Abhishek Moitra , Priyadarshini Panda

* Accepted in ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), 2022 

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SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks


Apr 11, 2022
Ruokai Yin , Abhishek Moitra , Abhiroop Bhattacharjee , Youngeun Kim , Priyadarshini Panda


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MIME: Adapting a Single Neural Network for Multi-task Inference with Memory-efficient Dynamic Pruning


Apr 11, 2022
Abhiroop Bhattacharjee , Yeshwanth Venkatesha , Abhishek Moitra , Priyadarshini Panda

* 59th Design Automation Conference (DAC), 2022 
* Accepted in Design Automation Conference (DAC), 2022 

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Addressing Client Drift in Federated Continual Learning with Adaptive Optimization


Mar 24, 2022
Yeshwanth Venkatesha , Youngeun Kim , Hyoungseob Park , Yuhang Li , Priyadarshini Panda


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Neuromorphic Data Augmentation for Training Spiking Neural Networks


Mar 11, 2022
Yuhang Li , Youngeun Kim , Hyoungseob Park , Tamar Geller , Priyadarshini Panda


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Adversarial Detection without Model Information


Feb 09, 2022
Abhishek Moitra , Youngeun Kim , Priyadarshini Panda


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Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks?


Jan 31, 2022
Youngeun Kim , Hyoungseob Park , Abhishek Moitra , Abhiroop Bhattacharjee , Yeshwanth Venkatesha , Priyadarshini Panda

* Accepted to ICASSP2022 

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Neural Architecture Search for Spiking Neural Networks


Jan 23, 2022
Youngeun Kim , Yuhang Li , Hyoungseob Park , Yeshwanth Venkatesha , Priyadarshini Panda


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Examining and Mitigating the Impact of Crossbar Non-idealities for Accurate Implementation of Sparse Deep Neural Networks


Jan 13, 2022
Abhiroop Bhattacharjee , Lakshya Bhatnagar , Priyadarshini Panda

* Design, Automation and Test in Europe (DATE) Conference, 2022 
* Accepted in Design, Automation and Test in Europe (DATE) Conference, 2022 

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