引用次数
引用: 672
H-指数: 10
I10-指数 : 11
出版物: 18
Stochastic Inference and Learning Enabled by Magnetic Tunnel Junctions
Abhronil Sengupta* , Gopalakrishnan Srinivasan* , Deboleena Roy* , Kaushik Roy
international electron devices meeting
12
2018
Tree-CNN: A Hierarchical Deep Convolutional Neural Network for Incremental Learning
Kaushik Roy , Priyadarshini Panda , Deboleena Roy
arXiv: Computer Vision and Pattern Recognition
185
2018
Embracing Stochasticity to Enable Neuromorphic Computing at the Edge
Kaushik Roy , Amogh Agrawal , Deboleena Roy , Utkarsh Saxena
IEEE Design & Test of Computers 1 -1
2021
Constructing Energy-efficient Mixed-precision Neural Networks through Principal Component Analysis for Edge Intelligence
Indranil Chakraborty , Deboleena Roy , Isha Garg , Aayush Ankit
Nature Machine Intelligence 2 ( 1) 43 -55
8
2020
Synthesizing Images From Spatio-Temporal Representations Using Spike-Based Backpropagation.
Deboleena Roy , Priyadarshini Panda , Kaushik Roy
Frontiers in Neuroscience 13 621
13
2019
Scaling Deep Spiking Neural Networks with Binary Stochastic Activations
Deboleena Roy , Indranil Chakraborty , Kaushik Roy
2019 IEEE International Conference on Cognitive Computing (ICCC) 50 -58
5
2019
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
On Robustness of Spin-Orbit-Torque Based Stochastic Sigmoid Neurons for Spiking Neural Networks
Akhilesh Jaiswal , Amogh Agrawal , Indranil Chakraborty , Deboleena Roy
international joint conference on neural network 1 -6
1
2019
Technology Aware Training in Memristive Neuromorphic Systems for Nonideal Synaptic Crossbars
Indranil Chakraborty , Deboleena Roy , Kaushik Roy
IEEE Transactions on Emerging Topics in Computational Intelligence 2 ( 5) 335 -344
73
2018
Neural Networks at the Edge
Deboleena Roy , Gopalakrishnan Srinivasan , Priyadarshini Panda , Richard Tomsett
ieee international conference on smart computing 45 -50
2019
Exploring Methods for Efficient Learning in Neural Networks
Deboleena Roy
Smpte Journal
2021
On the intrinsic robustness of nvm crossbars against adversarial attacks
Deboleena Roy , Indranil Chakraborty , Timur Ibrayev , Kaushik Roy
2021 58th ACM/IEEE Design Automation Conference (DAC) 565 -570
13
2021
Efficient hybrid network architectures for extremely quantized neural networks enabling intelligence at the edge
Indranil Chakraborty , Deboleena Roy , Aayush Ankit , Kaushik Roy
arXiv preprint arXiv:1902.00460
12
2019
Pcadriven hybrid network design for enabling intelligence at the edge
Indranil Chakraborty , Deboleena Roy , Isha Garg , Aayush Ankit
CoRR, vol. abs/1906.01493
6
2019
On Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars
Chun Tao , Deboleena Roy , Indranil Chakraborty , Kaushik Roy
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 30 ( 10) 1448 -1460
1
2022
Neural Networks at the Edge
Priyadarshini Panda , Deboleena Roy , Gopalakrishnan Srinivasan , Akhilesh Jaiswal
Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays
Amogh Agrawal , Akhilesh Jaiswal , Deboleena Roy , Bing Han
arXiv preprint arXiv:1807.00343
116
2018
SPECIAL ISSUE ON LARGE-SCALE MEMRISTIVE SYSTEMS AND NEUROCHIPS FOR COMPUTATIONAL INTELLIGENCE
AP James , KN Salama , H Li , D Biolek