Projects per year
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Dive into the research topics where Learning Systems is active. These topic labels come from the works of this organization's members. Together they form a unique fingerprint.
Researcher collaborations from the last five years
Based on publications and projects (not datasets). Dive into details by clicking on the dots or
Profiles
Projects
- 3 Active
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ENGAGE: Energy-efficient Novel Algorithms and Architectures for Graph Learning
Potok, T. (PI), Guojing, C. C. (CoPI), Patton, R. (CoPI), Kannan, R. {. (CoPI), Gunaratne, C. (CoPI), Date, P. (CoPI), Coletti, M. (CoPI), Gautam, A. (CoPI), Lim, S.-H. (CoPI), Bose, A. (CoPI), Schuman, C. (CoPI) & Parsa, M. (CoPI)
Advanced Scientific Computing Research
09/1/24 → 08/31/27
Project: Research
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Privacy-Preserving Federated Learning for Science: Building Sustainable and Trustworthy Foundation Models
Kim, K. (PI), Flynn, T. (CoPI), Kotevska, O. (CoPI), Ryu, M. (CoPI) & Yousefian, F. (CoPI)
Advanced Scientific Computing Research
09/1/24 → 08/31/27
Project: Research
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Privacy-Preserving Federated Learning for Science: Building Sustainable and Trustworthy Foundation Models
Kim, K. (PI), Flynn, T. (CoPI), Kotevska, O. (CoPI), Ryu, M. (CoPI) & Yousefian, F. (CoPI)
Advanced Scientific Computing Research
09/1/24 → 08/31/27
Project: Research
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ReSpike: A Co-Design Framework for Evaluating SNNs on ReRAM-Based Neuromorphic Processors
Asifuzzaman, K., Young, A. R., Date, P., Kulkarni, S. R., Miniskar, N. R., Marinella, M. & Vetter, J. S., 2026, Euro-Par 2025: Parallel Processing - 31st European Conference on Parallel and Distributed Processing, Proceedings. Nagel, W. E., Goehringer, D. & Diniz, P. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 175-189 15 p. (Lecture Notes in Computer Science; vol. 15901 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Adiabatic quantum support vector machines
Date, P., Woun, D. J., Hamilton, K., Coello Perez, E. A., Chandra Shekhar, M., Rios, F., Gounley, J., Suh, I. S., Humble, T. & Tourassi, G., Jun 2025, In: Quantum Machine Intelligence. 7, 1, 61.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
AI-Powered Knowledge Graphs for Neuromorphic and Energy-Efficient Computing
Gautam, A., Patton, R., Potok, T., Kannan, R., Aimone, J. & Severa, W., Jun 29 2025, GLSVLSI 2025 - Proceedings of the Great Lakes Symposium on VLSI 2025. Association for Computing Machinery, p. 996-1001 6 p. (Proceedings of the ACM Great Lakes Symposium on VLSI, GLSVLSI).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access
Prizes
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2018 R&D 100 Award for Multinode Evolutionary Neural Networks for Deep Learning (MENNDL)
Patton, R. (Recipient), Karnowski, T. (Recipient), Lim, S.-H. (Recipient), Potok, T. (Recipient), Rose, D. (Recipient) & Young, S. (Recipient), 2018
Prize: Honorary award
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2022 R&D 100 Award for Gremlin: Adversarial Discovery of Weaknesses in Machine Learners
Coletti, M. (Recipient), Patton, R. (Recipient) & Haas, Q. (Recipient), 2022
Prize: Honorary award
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2023 R&D 100 Award for SuperNeuro: An Accelerated Neuromorphic Computing Simulator
Date, P. (Recipient), Kulkarni, S. (Recipient), Gunaratne, C. (Recipient), Patton, R. (Recipient), Coletti, M. (Recipient) & Potok, T. (Recipient), 2023
Prize: Honorary award
Datasets
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Scalable Knowledge-Graph Analytics at 136 Petaflop/s
Herrmannova, D. (Creator), Kannan, R. {. (Creator), Sao, P. (Creator), Lu, H. (Creator), Potok, T. (Creator), Thakkar, V. (Creator) & Vuduc, R. (Creator), Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States), Aug 7 2020
Dataset
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EAGLE-I Power Outage Data 2014 - 2022
Tansakul, V. (Creator), Myers, A. (Creator), Tennille, S. (Creator), Denman, M. (Creator), Hamaker, A. (Creator), Huihui, J. (Creator), Medlen, K. (Creator), Allen, K. (Creator), Redmon, D. (Creator), Chinthavali, S. (Creator), Coletti, M. (Creator), Grant, J. (Creator), Lee, M. (Creator), Maguire, D. (Creator), Newby, S. (Creator), Dunivan Stahl, C. (Creator), Bhaduri, B. (Creator) & Sanyal, J. (Creator), Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States), May 26 2023
DOI: 10.13139/ORNLNCCS/1975202
Dataset
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Proteome-scale Structure Prediction Data - Pseudodesulfovibrio mercurii
Davidson, R. B. (Creator), Coletti, M. (Creator), Gao, M. (Creator), Parks, J. (Creator) & Sedova, A. (Creator), Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States), Apr 11 2022
DOI: 10.13139/ORNLNCCS/1861307
Dataset