| Exploring neuromorphic computing based on spiking neural networks: Algorithms to hardware N Rathi, I Chakraborty, A Kosta, A Sengupta, A Ankit, P Panda, K Roy ACM Computing Surveys 55 (12), 1-49, 2023 | 297 | 2023 |
| Toward fast neural computing using all-photonic phase change spiking neurons I Chakraborty, G Saha, A Sengupta, K Roy Scientific reports 8 (1), 12980, 2018 | 256 | 2018 |
| 8T SRAM Cell as a Multibit Dot-Product Engine for Beyond Von Neumann Computing A Jaiswal, I Chakraborty, A Agrawal, K Roy IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2019 | 237 | 2019 |
| Pathways to efficient neuromorphic computing with non-volatile memory technologies I Chakraborty, A Jaiswal, AK Saha, SK Gupta, K Roy Applied Physics Reviews 7 (2), 2020 | 197 | 2020 |
| Photonic In-Memory Computing Primitive for Spiking Neural Networks Using Phase-Change Materials I Chakraborty, G Saha, K Roy Physical Review Applied 11 (1), 014063, 2019 | 170 | 2019 |
| IMAC: In-memory multi-bit multiplication and accumulation in 6T SRAM array M Ali, A Jaiswal, S Kodge, A Agrawal, I Chakraborty, K Roy IEEE Transactions on Circuits and Systems I: Regular Papers 67 (8), 2521-2531, 2020 | 156 | 2020 |
| Resistive crossbars as approximate hardware building blocks for machine learning: Opportunities and challenges I Chakraborty, M Ali, A Ankit, S Jain, S Roy, S Sridharan, A Agrawal, ... Proceedings of the IEEE 108 (12), 2276-2310, 2020 | 149 | 2020 |
| GENIEx: A Generalized Approach to Emulating Non-Ideality in Memristive Xbars using Neural Networks I Chakraborty, MF Ali, DE Kim, A Ankit, K Roy 2020 57th ACM/IEEE Design Automation Conference, 2020 | 121 | 2020 |
| In-memory computing in emerging memory technologies for machine learning: An overview K Roy, I Chakraborty, M Ali, A Ankit, A Agrawal 2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020 | 113 | 2020 |
| Technology aware training in memristive neuromorphic systems for nonideal synaptic crossbars I Chakraborty, D Roy, K Roy IEEE Transactions on Emerging Topics in Computational Intelligence 2 (5 …, 2018 | 100 | 2018 |
| Discretization based solutions for secure machine learning against adversarial attacks P Panda, I Chakraborty, K Roy IEEE Access 7, 70157-70168, 2019 | 78 | 2019 |
| Constructing energy-efficient mixed-precision neural networks through principal component analysis for edge intelligence I Chakraborty, D Roy, I Garg, A Ankit, K Roy Nature Machine Intelligence 2 (1), 43-55, 2020 | 69* | 2020 |
| Perovskite nickelates as bio-electronic interfaces HT Zhang, F Zuo, F Li, H Chan, Q Wu, Z Zhang, B Narayanan, ... Nature communications 10 (1), 1651, 2019 | 57 | 2019 |
| Circuits and architectures for in-memory computing-based machine learning accelerators A Ankit, I Chakraborty, A Agrawal, M Ali, K Roy IEEE Micro 40 (6), 8-22, 2020 | 47 | 2020 |
| Memory Performance of a Simple Pr0.7Ca0.3MnO3-Based Selectorless RRAM P Kumbhare, I Chakraborty, A Khanna, U Ganguly IEEE Transactions on Electron Devices 64 (9), 3967-3970, 2017 | 40 | 2017 |
| Neural network accelerator design with resistive crossbars: Opportunities and challenges S Jain, A Ankit, I Chakraborty, T Gokmen, M Rasch, W Haensch, K Roy, ... IBM Journal of Research and Development 63 (6), 10: 1-10: 13, 2019 | 39 | 2019 |
| Self-Heating During submicrosecond Current Transients in Pr0.7Ca0.3MnO3-Based RRAM N Panwar, A Khanna, P Kumbhare, I Chakraborty, U Ganguly IEEE Transactions on Electron Devices 64 (1), 137-144, 2016 | 38 | 2016 |
| A 35.5-127.2 tops/w dynamic sparsity-aware reconfigurable-precision compute-in-memory sram macro for machine learning M Ali, I Chakraborty, U Saxena, A Agrawal, A Ankit, K Roy IEEE Solid-State Circuits Letters 4, 129-132, 2021 | 35 | 2021 |
| Scaling deep spiking neural networks with binary stochastic activations D Roy, I Chakraborty, K Roy 2019 IEEE international conference on cognitive computing (ICCC), 50-58, 2019 | 35 | 2019 |
| Towards ADC-less compute-in-memory accelerators for energy efficient deep learning U Saxena, I Chakraborty, K Roy 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 624-627, 2022 | 30 | 2022 |
Kaushik RoyProfessor of Electrical and Computer Engineering, Purdue UniversityVerified email at purdue.edu
