Följ
Shruti R. Kulkarni
Shruti R. Kulkarni
Oak Ridge National Laboratory
Verifierad e-postadress på njit.edu
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Opportunities for neuromorphic computing algorithms and applications
CD Schuman, SR Kulkarni, M Parsa, JP Mitchell, B Kay
Nature Computational Science 2 (1), 10-19, 2022
4232022
Spiking neural networks for handwritten digit recognition—Supervised learning and network optimization
SR Kulkarni, B Rajendran
Neural Networks 103, 118-127, 2018
1722018
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
412018
A review of non-cognitive applications for neuromorphic computing
J Aimone, P Date, G Fonseca-Guerra, K Hamilton, K Henke, B Kay, ...
Neuromorphic Computing and Engineering, 2022
292022
Benchmarking the performance of neuromorphic and spiking neural network simulators
SR Kulkarni, M Parsa, JP Mitchell, CD Schuman
Neurocomputing 447, 145-160, 2021
212021
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
192019
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
172021
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
162017
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
132022
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
102017
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
92021
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
82022
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
72020
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
62021
Avoiding Excess Computation in Asynchronous Evolutionary Algorithms
EO Scott, M Coletti, CD Schuman, B Kay, SR Kulkarni, M Parsa, ...
UK Workshop on Computational Intelligence, 71-82, 2021
52021
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
Intelligent Prediction of States in Multi-port Autonomous Reconfigurable Solar power plant (MARS)
S Debnath, S Kulkarni, C Schuman
2021 IEEE Energy Conversion Congress and Exposition (ECCE), 1339-1346, 2021
42021
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
42021
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
42020
Well-posed Verilog-A compact model for phase change memory
SR Kulkarni, DV Kadetotad, J Seo, B Rajendran
2018 International Conference on Simulation of Semiconductor Processes and …, 2018
42018
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Artiklar 1–20