Bayesian Multi-objective Hyperparameter Optimization for Accurate, Fast, and Efficient Neural Network Accelerator Design
Parsa, Maryam, Mitchell, John P., Schuman, Catherine D., Patton, Robert M., Potok, Thomas E., Roy, Kaushik
Published in Frontiers in neuroscience (21.07.2020)
Published in Frontiers in neuroscience (21.07.2020)
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Journal Article
Adiabatic Quantum Computation Applied to Deep Learning Networks
Liu, Jeremy, Spedalieri, Federico, Yao, Ke-Thia, Potok, Thomas, Schuman, Catherine, Young, Steven, Patton, Robert, Rose, Garrett, Chamka, Gangotree
Published in Entropy (Basel, Switzerland) (18.05.2018)
Published in Entropy (Basel, Switzerland) (18.05.2018)
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Journal Article
A flocking based algorithm for document clustering analysis
Cui, Xiaohui, Gao, Jinzhu, Potok, Thomas E.
Published in Journal of systems architecture (01.08.2006)
Published in Journal of systems architecture (01.08.2006)
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Journal Article
A Distributed Agent Implementation of Multiple Species Flocking Model for Document Partitioning Clustering
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Book Chapter
Conference Proceeding
Identification of user facility related publications
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Journal Article
Conference Proceeding
Multi-year content analysis of user facility related publications
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Journal Article
Conference Proceeding
Neuromorphic Computing for Scientific Applications
Patton, Robert, Date, Prasanna, Kulkarni, Shruti, Gunaratne, Chathika, Lim, Seung-Hwan, Cong, Guojing, Young, Steven R., Coletti, Mark, Potok, Thomas E., Schuman, Catherine D.
Published in 2022 IEEE/ACM Redefining Scalability for Diversely Heterogeneous Architectures Workshop (RSDHA) (01.11.2022)
Published in 2022 IEEE/ACM Redefining Scalability for Diversely Heterogeneous Architectures Workshop (RSDHA) (01.11.2022)
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Conference Proceeding
Bayesian-based Hyperparameter Optimization for Spiking Neuromorphic Systems
Parsa, Maryam, Mitchell, J. Parker, Schuman, Catherine D., Patton, Robert M., Potok, Thomas E., Roy, Kaushik
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
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Conference Proceeding
Multi-Objective Optimization for Size and Resilience of Spiking Neural Networks
Dimovska, Mihaela, Johnston, Travis, Schuman, Catherine D., Mitchell, J. Parker, Potok, Thomas E.
Published in 2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON) (01.10.2019)
Published in 2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON) (01.10.2019)
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Conference Proceeding
Visual Understanding of COVID-19 Knowledge Graph for Predictive Analysis
Lim, Seung-Hwan, Chae, Junghoon, Cong, Guojing, Herrmannova, Drahomira, Patton, Robert M., Kannan, Ramakrishnan, Potok, Thomas E.
Published in 2021 IEEE International Conference on Big Data (Big Data) (15.12.2021)
Published in 2021 IEEE International Conference on Big Data (Big Data) (15.12.2021)
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Conference Proceeding
167-PFlops Deep Learning for Electron Microscopy: From Learning Physics to Atomic Manipulation
Patton, Robert M., Johnston, J. Travis, Young, Steven R., Schuman, Catherine D., March, Don D., Potok, Thomas E., Rose, Derek C., Lim, Seung-Hwan, Karnowski, Thomas P., Ziatdinov, Maxim A., Kalinin, Sergei V.
Published in SC18: International Conference for High Performance Computing, Networking, Storage and Analysis (01.11.2018)
Published in SC18: International Conference for High Performance Computing, Networking, Storage and Analysis (01.11.2018)
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Conference Proceeding
Classification of Distributed Data Using Topic Modeling and Maximum Variation Sampling
Patton, R M, Beaver, J M, Potok, T E
Published in 2011 44th Hawaii International Conference on System Sciences (01.01.2011)
Published in 2011 44th Hawaii International Conference on System Sciences (01.01.2011)
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Conference Proceeding
Fine-Grained Exploitation of Mixed Precision for Faster CNN Training
Johnston, Jeremy T., Young, Steven R., Schuman, Catherine D., Chae, Junghoon, March, Don D., Patton, Robert M., Potok, Thomas E.
Published in 2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC) (01.11.2019)
Published in 2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC) (01.11.2019)
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Conference Proceeding
Large-Scale Geospatial Indexing for Image-Based Retrieval and Analysis
Tobin, Kenneth W., Bhaduri, Budhendra L., Bright, Eddie A., Cheriyadat, Anil, Karnowski, Thomas P., Palathingal, Paul J., Potok, Thomas E., Price, Jeffery R.
Published in Advances in Visual Computing (2005)
Published in Advances in Visual Computing (2005)
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Book Chapter
Conference Proceeding
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment
Parsa, Maryam, Schuman, Catherine D., Date, Prasanna, Rose, Derek C., Kay, Bill, Mitchell, J. Parker, Young, Steven R., Dellana, Ryan, Severa, William, Potok, Thomas E., Roy, Kaushik
Published in 2020 International Joint Conference on Neural Networks (IJCNN) (01.07.2020)
Published in 2020 International Joint Conference on Neural Networks (IJCNN) (01.07.2020)
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Conference Proceeding
Exascale Deep Learning to Accelerate Cancer Research
Patton, Robert M., Johnston, J. Travis, Young, Steven R., Schuman, Catherine D., Potok, Thomas E., Rose, Derek C., Lim, Seung-Hwan, Chae, Junghoon, Hou, Le, Abousamra, Shahira, Samaras, Dimitris, Saltz, Joel
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
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Conference Proceeding
Evolving Energy Efficient Convolutional Neural Networks
Young, Steven R., Devineni, Pravallika, Parsa, Maryam, Johnston, J. Travis, Kay, Bill, Patton, Robert M., Schuman, Catherine D., Rose, Derek C., Potok, Thomas E.
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
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Conference Proceeding
Visualization System for Evolutionary Neural Networks for Deep Learning
Chae, Junghoon, Schuman, Catherine D., Young, Steven R., Johnston, J. Travis, Rose, Derek C., Patton, Robert M., Potok, Thomas E.
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
Published in 2019 IEEE International Conference on Big Data (Big Data) (01.12.2019)
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Conference Proceeding
Automated Design of Neuromorphic Networks for Scientific Applications at the Edge
Schuman, Catherine D., Parker Mitchell, J., Parsa, Maryam, Plank, James S., Brown, Samuel D., Rose, Garrett S., Patton, Robert M., Potok, Thomas E.
Published in 2020 International Joint Conference on Neural Networks (IJCNN) (01.07.2020)
Published in 2020 International Joint Conference on Neural Networks (IJCNN) (01.07.2020)
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Conference Proceeding