Deboleena Roy

19 papers A* 2B 2C 1Journal 14
YearRankTypeTitle / Venue / Authors
2025 A* conf
Meta's Second Generation AI Chip: Model-Chip Co-Design and Productionization Experiences.
ISCA
Joel Coburn, Chunqiang Tang, Sameer Abu Asal, Neeraj Agrawal, Raviteja Chinta, Harish Dattatraya Dixit, Brian Dodds, Saritha Dwarakapuram, Amin Firoozshahian, Cao Gao, Kaustubh Gondkar, Tyler Graf, Junhan Hu, Jian Huang, Sterling Hughes, Adam Hutchin, Bhasker Jakka, Guoqiang Jerry Chen, Indu Kalyanaraman, Ashwin Kamath, Pankaj Kansal, Erum Kazi, Roman Levenstein, Mahesh Maddury, Alex Mastro, Siji Medaiyese, Pritesh Modi, Jack Montgomery, Nadathur Satish, Amit Nagpal, Ashwin Narasimha, Maxim Naumov, Eleanor Ozer, Jongsoo Park, Poorvaja Ramani, Harikrishna Reddy, David Reiss, Deboleena Roy, Sathish Sekar, Arushi Sharma, Pavan Shetty, Aravind Sukumaran-Rajam, Eran Tal, Mike Tsai, Shreya Varshini, Richard Wareing, Olívia Wu, Xiaolong Xie, Jinghan Yang, Hangchen Yu, Tanmay Zargar, Zitong Zeng, Feixiong Zhang, Ajit Mathews, Xun Jiao, Jiyuan Zhang, Emmanuel Menage, Truls Edvard Stokke, Mohammed Sourouri
2022 J jnl
On Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars.
IEEE Trans. Very Large Scale Integr. Syst.
Chun Tao, Deboleena Roy, Indranil Chakraborty, Kaushik Roy
2021 J jnl
Embracing Stochasticity to Enable Neuromorphic Computing at the Edge.
IEEE Des. Test
Amogh Agrawal, Deboleena Roy, Utkarsh Saxena, Kaushik Roy
2021 A* conf
On the Intrinsic Robustness of NVM Crossbars Against Adversarial Attacks.
DAC
Deboleena Roy, Indranil Chakraborty, Timur Ibrayev, Kaushik Roy
2021 J jnl
On the Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars.
CoRR
Deboleena Roy, Chun Tao, Indranil Chakraborty, Kaushik Roy
2020 J jnl
Constructing energy-efficient mixed-precision neural networks through principal component analysis for edge intelligence.
Nat. Mach. Intell.
Indranil Chakraborty, Deboleena Roy, Isha Garg, Aayush Ankit, Kaushik Roy
2020 J jnl
Revisiting Stochastic Computing in the Era of Nanoscale Nonvolatile Technologies.
IEEE Trans. Very Large Scale Integr. Syst.
Amogh Agrawal, Indranil Chakraborty, Deboleena Roy, Utkarsh Saxena, Saima Sharmin, Minsuk Koo, Yong Shim, Gopalakrishnan Srinivasan, Chamika M. Liyanagedera, Abhronil Sengupta, Kaushik Roy
2020 J jnl
Robustness Hidden in Plain Sight: Can Analog Computing Defend Against Adversarial Attacks?
CoRR
Deboleena Roy, Indranil Chakraborty, Timur Ibrayev, Kaushik Roy
2020 J jnl
Tree-CNN: A hierarchical Deep Convolutional Neural Network for incremental learning.
Neural Networks
Deboleena Roy, Priyadarshini Panda, Kaushik Roy
2019 J jnl
Efficient Hybrid Network Architectures for Extremely Quantized Neural Networks Enabling Intelligence at the Edge.
CoRR
Indranil Chakraborty, Deboleena Roy, Aayush Ankit, Kaushik Roy
2019 B conf
Neural Networks at the Edge.
SMARTCOMP
Deboleena Roy, Gopalakrishnan Srinivasan, Priyadarshini Panda, Richard Tomsett, Nirmit Desai, Raghu K. Ganti, Kaushik Roy
2019 B conf
On Robustness of Spin-Orbit-Torque Based Stochastic Sigmoid Neurons for Spiking Neural Networks.
IJCNN
Akhilesh Jaiswal, Amogh Agrawal, Indranil Chakraborty, Deboleena Roy, Kaushik Roy
2019 J jnl
PCA-driven Hybrid network design for enabling Intelligence at the Edge.
CoRR
Indranil Chakraborty, Deboleena Roy, Isha Garg, Aayush Ankit, Kaushik Roy
2019 C conf
Scaling Deep Spiking Neural Networks with Binary Stochastic Activations.
ICCC
Deboleena Roy, Indranil Chakraborty, Kaushik Roy
2019 J jnl
Synthesizing Images from Spatio-Temporal Representations using Spike-based Backpropagation.
CoRR
Deboleena Roy, Priyadarshini Panda, Kaushik Roy
2019 J jnl
Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays.
IEEE Trans. Circuits Syst. I Regul. Pap.
Amogh Agrawal, Akhilesh Jaiswal, Deboleena Roy, Bing Han, Gopalakrishnan Srinivasan, Aayush Ankit, Kaushik Roy
2018 J jnl
Technology Aware Training in Memristive Neuromorphic Systems for Nonideal Synaptic Crossbars.
IEEE Trans. Emerg. Top. Comput. Intell.
Indranil Chakraborty, Deboleena Roy, Kaushik Roy
2018 J jnl
Tree-CNN: A Deep Convolutional Neural Network for Lifelong Learning.
CoRR
Deboleena Roy, Priyadarshini Panda, Kaushik Roy
2017 J jnl
Technology Aware Training in Memristive Neuromorphic Systems based on non-ideal Synaptic Crossbars.
CoRR
Indranil Chakraborty, Deboleena Roy, Kaushik Roy