Deboleena Roy

Publication Activity (10 Years)

Years Active: 2017-2022
Publications (10 Years): 18

Top Topics

Lifelong Learning

Digital Image Watermarking

Stability Of Feature Selection

Top Venues

IEEE Trans. Very Large Scale Integr. Syst.

IEEE Trans. Emerg. Top. Comput. Intell.

IEEE Trans. Circuits Syst. I Regul. Pap.

Publications

Chun Tao, Deboleena Roy, Indranil Chakraborty, Kaushik Roy
On Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars. IEEE Trans. Very Large Scale Integr. Syst. 30 (10) (2022)
Amogh Agrawal, Deboleena Roy, Utkarsh Saxena, Kaushik Roy
Embracing Stochasticity to Enable Neuromorphic Computing at the Edge. IEEE Des. Test 38 (6) (2021)
Deboleena Roy, Indranil Chakraborty, Timur Ibrayev, Kaushik Roy
On the Intrinsic Robustness of NVM Crossbars Against Adversarial Attacks. DAC (2021)
Deboleena Roy, Chun Tao, Indranil Chakraborty, Kaushik Roy
On the Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars. CoRR (2021)
Amogh Agrawal, Indranil Chakraborty, Deboleena Roy, Utkarsh Saxena, Saima Sharmin, Minsuk Koo, Yong Shim, Gopalakrishnan Srinivasan, Chamika M. Liyanagedera, Abhronil Sengupta, Kaushik Roy
Revisiting Stochastic Computing in the Era of Nanoscale Nonvolatile Technologies. IEEE Trans. Very Large Scale Integr. Syst. 28 (12) (2020)
Deboleena Roy, Priyadarshini Panda, Kaushik Roy
Tree-CNN: A hierarchical Deep Convolutional Neural Network for incremental learning. Neural Networks 121 (2020)
Indranil Chakraborty, Deboleena Roy, Isha Garg, Aayush Ankit, Kaushik Roy
Constructing energy-efficient mixed-precision neural networks through principal component analysis for edge intelligence. Nat. Mach. Intell. 2 (1) (2020)
Deboleena Roy, Indranil Chakraborty, Timur Ibrayev, Kaushik Roy
Robustness Hidden in Plain Sight: Can Analog Computing Defend Against Adversarial Attacks? CoRR (2020)
Deboleena Roy, Gopalakrishnan Srinivasan, Priyadarshini Panda, Richard Tomsett, Nirmit Desai, Raghu K. Ganti, Kaushik Roy
Neural Networks at the Edge. SMARTCOMP (2019)
Akhilesh Jaiswal, Amogh Agrawal, Indranil Chakraborty, Deboleena Roy, Kaushik Roy
On Robustness of Spin-Orbit-Torque Based Stochastic Sigmoid Neurons for Spiking Neural Networks. IJCNN (2019)
Indranil Chakraborty, Deboleena Roy, Aayush Ankit, Kaushik Roy
Efficient Hybrid Network Architectures for Extremely Quantized Neural Networks Enabling Intelligence at the Edge. CoRR (2019)
Deboleena Roy, Priyadarshini Panda, Kaushik Roy
Synthesizing Images from Spatio-Temporal Representations using Spike-based Backpropagation. CoRR (2019)
Deboleena Roy, Indranil Chakraborty, Kaushik Roy
Scaling Deep Spiking Neural Networks with Binary Stochastic Activations. ICCC (2019)
Indranil Chakraborty, Deboleena Roy, Isha Garg, Aayush Ankit, Kaushik Roy
PCA-driven Hybrid network design for enabling Intelligence at the Edge. CoRR (2019)
Amogh Agrawal, Akhilesh Jaiswal, Deboleena Roy, Bing Han, Gopalakrishnan Srinivasan, Aayush Ankit, Kaushik Roy
Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays. IEEE Trans. Circuits Syst. I Regul. Pap. (8) (2019)
Deboleena Roy, Priyadarshini Panda, Kaushik Roy
Tree-CNN: A Deep Convolutional Neural Network for Lifelong Learning. CoRR (2018)
Indranil Chakraborty, Deboleena Roy, Kaushik Roy
Technology Aware Training in Memristive Neuromorphic Systems for Nonideal Synaptic Crossbars. IEEE Trans. Emerg. Top. Comput. Intell. 2 (5) (2018)
Indranil Chakraborty, Deboleena Roy, Kaushik Roy
Technology Aware Training in Memristive Neuromorphic Systems based on non-ideal Synaptic Crossbars. CoRR (2017)