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

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

20 June 2022

Abhiroop Bhattacharjee

Youngeun Kim

Abhishek Moitra

Priyadarshini Panda

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

12 / 12 papers shown

Title
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-design Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 30 1 0 22 Aug 2024
TReX- Reusing Vision Transformer's Attention for Efficient Xbar-based Computing Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda ViT 32 2 0 22 Aug 2024
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 19 8 0 06 Sep 2023
Examining the Role and Limits of Batchnorm Optimization to Mitigate Diverse Hardware-noise in In-memory Computing Abhiroop Bhattacharjee Abhishek Moitra Youngeun Kim Yeshwanth Venkatesha Priyadarshini Panda 8 9 0 28 May 2023
XploreNAS: Explore Adversarially Robust & Hardware-efficient Neural Architectures for Non-ideal Xbars Abhiroop Bhattacharjee Abhishek Moitra Priyadarshini Panda AAML 20 1 0 15 Feb 2023
Security-Aware Approximate Spiking Neural Networks Syed Tihaam Ahmad Ayesha Siddique K. A. Hoque AAML 23 2 0 12 Jan 2023
NEON: Enabling Efficient Support for Nonlinear Operations in Resistive RAM-based Neural Network Accelerators Aditya Manglik Minesh Patel Haiyu Mao Behzad Salami Jisung Park Lois Orosa O. Mutlu 17 1 0 10 Nov 2022
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks Abhishek Moitra Abhiroop Bhattacharjee Runcong Kuang Gokul Krishnan Yu Cao Priyadarshini Panda 18 20 0 24 Oct 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation Ling Liang Kaidi Xu Xing Hu Lei Deng Yuan Xie AAML 29 13 0 12 Apr 2022
Rethinking Non-idealities in Memristive Crossbars for Adversarial Robustness in Neural Networks Abhiroop Bhattacharjee Priyadarshini Panda AAML 22 19 0 25 Aug 2020
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 114 86 0 23 Mar 2020
Mapping Spiking Neural Networks to Neuromorphic Hardware Adarsha Balaji Anup Das Yuefeng Wu Khanh Huynh Francesco DellÁnna Giacomo Indiveri J. Krichmar N. Dutt S. Schaafsma F. Catthoor 39 114 0 04 Sep 2019