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 | 602 | 2022 |
Evolutionary optimization for neuromorphic systems CD Schuman, JP Mitchell, RM Patton, TE Potok, JS Plank Proceedings of the 2020 Annual Neuro-Inspired Computational Elements …, 2020 | 82 | 2020 |
Bayesian multi-objective hyperparameter optimization for accurate, fast, and efficient neural network accelerator design M Parsa, JP Mitchell, CD Schuman, RM Patton, TE Potok, K Roy Frontiers in neuroscience 14, 667, 2020 | 60 | 2020 |
NeoN: Neuromorphic control for autonomous robotic navigation JP Mitchell, G Bruer, ME Dean, JS Plank, GS Rose, CD Schuman 2017 IEEE International Symposium on Robotics and Intelligent Sensors (IRIS …, 2017 | 49 | 2017 |
DANNA 2: Dynamic adaptive neural network arrays JP Mitchell, ME Dean, GR Bruer, JS Plank, GS Rose Proceedings of the International Conference on Neuromorphic Systems, 1-6, 2018 | 38 | 2018 |
Caspian: A neuromorphic development platform JP Mitchell, CD Schuman, RM Patton, TE Potok Proceedings of the 2020 Annual Neuro-Inspired Computational Elements …, 2020 | 37 | 2020 |
Resilience and robustness of spiking neural networks for neuromorphic systems CD Schuman, JP Mitchell, JT Johnston, M Parsa, B Kay, P Date, ... 2020 International Joint Conference on Neural Networks (IJCNN), 1-10, 2020 | 27 | 2020 |
A small, low cost event-driven architecture for spiking neural networks on fpgas JP Mitchell, CD Schuman, TE Potok International Conference on Neuromorphic Systems 2020, 1-4, 2020 | 25 | 2020 |
Benchmarking the performance of neuromorphic and spiking neural network simulators SR Kulkarni, M Parsa, JP Mitchell, CD Schuman Neurocomputing 447, 145-160, 2021 | 23 | 2021 |
Parallel evolutionary optimization for neuromorphic network training CD Schuman, A Disney, SP Singh, G Bruer, JP Mitchell, A Klibisz, ... 2016 2nd Workshop on Machine Learning in HPC Environments (MLHPC), 36-46, 2016 | 22 | 2016 |
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 | 19 | 2021 |
Bayesian-based hyperparameter optimization for spiking neuromorphic systems M Parsa, JP Mitchell, CD Schuman, RM Patton, TE Potok, K Roy 2019 IEEE International Conference on Big Data (Big Data), 4472-4478, 2019 | 19 | 2019 |
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 | 17 | 2022 |
Low size, weight, and power neuromorphic computing to improve combustion engine efficiency CD Schuman, SR Young, JP Mitchell, JT Johnston, D Rose, ... 2020 11th International Green and Sustainable Computing Workshops (IGSC), 1-8, 2020 | 15 | 2020 |
Multi-objective optimization for size and resilience of spiking neural networks M Dimovska, T Johnston, CD Schuman, JP Mitchell, TE Potok 2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile …, 2019 | 13 | 2019 |
Dilute combustion control using spiking neural networks BP Maldonado, BC Kaul, CD Schuman, SR Young, JP Mitchell SAE Technical Paper, 2021 | 11 | 2021 |
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 | 10 | 2021 |
Next-cycle optimal fuel control for cycle-to-cycle variability reduction in egr-diluted combustion BP Maldonado, BC Kaul, CD Schuman, SR Young, JP Mitchell IEEE Control Systems Letters 5 (6), 2204-2209, 2020 | 9 | 2020 |
Grant: Ground-roaming autonomous neuromorphic targeter JD Ambrose, AZ Foshie, ME Dean, JS Plank, GS Rose, JP Mitchell, ... 2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020 | 8 | 2020 |
Accurate and accelerated neuromorphic network design leveraging a Bayesian hyperparameter pareto optimization approach M Parsa, C Schuman, N Rathi, A Ziabari, D Rose, JP Mitchell, ... International Conference on Neuromorphic Systems 2021, 1-8, 2021 | 7 | 2021 |