Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations

Nitin Rathi , Kaushik Roy , Priyadarshini Panda , Saima Sharmin
arXiv: Computer Vision and Pattern Recognition

40
2020
Revisiting Stochastic Computing in the Era of Nanoscale Nonvolatile Technologies

Amogh Agrawal , Indranil Chakraborty , Deboleena Roy , Utkarsh Saxena
IEEE Transactions on Very Large Scale Integration Systems 28 ( 12) 2481 -2494

2020
i-SRAM: Interleaved Wordlines for Vector Boolean Operations Using SRAMs

Akhilesh Jaiswal , Amogh Agrawal , Mustafa F. Ali , Saima Sharmin
IEEE Transactions on Circuits and Systems I: Regular Papers 67 ( 12) 1 -9

13
2020
Modeling and Design Space Exploration for Bit-Cells Based on Voltage-Assisted Switching of Magnetic Tunnel Junctions

Saima Sharmin , Akhilesh Jaiswal , Kaushik Roy
IEEE Transactions on Electron Devices 63 ( 9) 3493 -3500

17
2016
Characterization of interface trap density of In-rich InGaAs nMOSFETs with ALD Al 2 O 3 as gate dielectric

Saima Sharmin , Urmita Sikder , Rifat-Ul-Ferdous , Quazi D. M. Khosru
nanotechnology materials and devices conference 352 -355

2
2010
A Comprehensive Analysis on Adversarial Robustness of Spiking Neural Networks

Saima Sharmin , Priyadarshini Panda , Syed Shakib Sarwar , Chankyu Lee
international joint conference on neural network 1 -8

39
2019
Magnetoelectric oxide based stochastic spin device towards solving combinatorial optimization problems.

Saima Sharmin , Yong Shim , Kaushik Roy
Scientific Reports 7 ( 1) 11276 -11276

5
2017
Polarization-Engineered III-Nitride Heterojunction Tunnel Field-Effect Transistors

Wenjun Li , Debdeep Jena , Patrick Fay , Saima Sharmin
IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 1 28 -34

75
2015
Atomistic Simulation of GaN/InN/GaN Tunnel FETs

Hesameddin Ilatikhameneh , Saima Sharmin , Rajib Rahman , Gerhard Klimeck