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Shruti R. Kulkarni
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Opportunities for neuromorphic computing algorithms and applications
CD Schuman, SR Kulkarni, M Parsa, JP Mitchell, P Date, B Kay
Nature Computational Science 2 (1), 10-19, 2022
7692022
Spiking neural networks for handwritten digit recognition—Supervised learning and network optimization
SR Kulkarni, B Rajendran
Neural Networks 103, 118-127, 2018
1972018
A review of non-cognitive applications for neuromorphic computing
JB Aimone, P Date, GA Fonseca-Guerra, KE Hamilton, K Henke, B Kay, ...
Neuromorphic Computing and Engineering 2 (3), 032003, 2022
582022
Building brain-inspired computing systems: Examining the role of nanoscale devices
SR Nandakumar, SR Kulkarni, AV Babu, B Rajendran
IEEE Nanotechnology Magazine 12 (3), 19-35, 2018
482018
Benchmarking the performance of neuromorphic and spiking neural network simulators
SR Kulkarni, M Parsa, JP Mitchell, CD Schuman
Neurocomputing 447, 145-160, 2021
302021
Neuromorphic computing for autonomous racing
R Patton, C Schuman, S Kulkarni, M Parsa, JP Mitchell, NQ Haas, C Stahl, ...
International conference on neuromorphic systems 2021, 1-5, 2021
262021
Evolutionary vs imitation learning for neuromorphic control at the edge
C Schuman, R Patton, S Kulkarni, M Parsa, C Stahl, NQ Haas, JP Mitchell, ...
Neuromorphic Computing and Engineering 2 (1), 014002, 2022
222022
Neuromorphic hardware accelerator for SNN inference based on STT-RAM crossbar arrays
SR Kulkarni, DV Kadetotad, S Yin, JS Seo, B Rajendran
2019 26th IEEE International Conference on Electronics, Circuits and Systems …, 2019
212019
Spiking neural networks—Algorithms, hardware implementations and applications
SR Kulkarni, AV Babu, B Rajendran
2017 IEEE 60th International Midwest Symposium on Circuits and Systems …, 2017
172017
A software framework for comparing training approaches for spiking neuromorphic systems
CD Schuman, JS Plank, M Parsa, SR Kulkarni, N Skuda, JP Mitchell
2021 International Joint Conference on Neural Networks (IJCNN), 1-10, 2021
142021
Semi-supervised graph structure learning on neuromorphic computers
G Cong, SH Lim, S Kulkarni, P Date, T Potok, S Snyder, M Parsa, ...
Proceedings of the International Conference on Neuromorphic Systems 2022, 1-4, 2022
112022
Learning and real-time classification of hand-written digits with spiking neural networks
SR Kulkarni, JM Alexiades, B Rajendran
2017 24th IEEE International Conference on Electronics, Circuits and Systems …, 2017
112017
An on-chip learning accelerator for spiking neural networks using stt-ram crossbar arrays
SR Kulkarni, S Yin, J Seo, B Rajendran
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020
102020
On-sensor data filtering using neuromorphic computing for high energy physics experiments
S R. Kulkarni, A Young, P Date, N Rao Miniskar, J Vetter, F Fahim, ...
Proceedings of the 2023 International Conference on Neuromorphic Systems, 1-8, 2023
92023
Smart pixel sensors: towards on-sensor filtering of pixel clusters with deep learning
J Yoo, J Dickinson, M Swartz, G Di Guglielmo, A Bean, D Berry, ...
Machine Learning: Science and Technology 5 (3), 035047, 2024
82024
Multi-objective hyperparameter optimization for spiking neural network neuroevolution
M Parsa, SR Kulkarni, M Coletti, J Bassett, JP Mitchell, CD Schuman
2021 IEEE Congress on Evolutionary Computation (CEC), 1225-1232, 2021
82021
Training spiking neural networks with synaptic plasticity under integer representation
S Kulkarni, M Parsa, JP Mitchell, C Schuman
International Conference on Neuromorphic Systems 2021, 1-7, 2021
72021
Avoiding excess computation in asynchronous evolutionary algorithms
EO Scott, M Coletti, CD Schuman, B Kay, SR Kulkarni, M Parsa, ...
Expert Systems 40 (5), e13100, 2023
62023
Evolving ensembles of spiking neural networks for neuromorphic systems
D Elbrecht, SR Kulkarni, M Parsa, JP Mitchell, CD Schuman
2020 IEEE Symposium Series on Computational Intelligence (SSCI), 1989-1994, 2020
52020
Scalable digital CMOS architecture for spike based supervised learning
SR Kulkarni, B Rajendran
International Conference on Engineering Applications of Neural Networks, 149-158, 2015
52015
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Articles 1–20