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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Bridging the Gap from Research to Reality: Methods for Fortifying Mitigation Measures Against Adversarial AI
Brogan, J., Sadovnik, A., Bolme, D., Young, S., Daw, A. & Begoli, E., Jan 1 2026, Adversarial Example Detection and Mitigation Using Machine Learning. Springer Nature, p. 289-302 14 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
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Event-Driven Neuromorphic Accelerator (Caspian)
Mitchell, J. P., Young, A., Schuman, C., Patton, R. & Potok, T., 2026Research output: Non-textual form › Software
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Optimal Client Sampling in Federated Learning With Client-Level Heterogeneous Differential Privacy
Xu, J., Hu, R. & Kotevska, O., May 1 2026, In: IEEE Internet of Things Journal. 13, 9, p. 18979-18990 12 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations
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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Structural Models of the Rhodopseudomonas palustris Proteome
Davidson, R. B. (Creator), Coletti, M. (Creator), Gao, M. (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), Jul 12 2023
DOI: 10.13139/ORNLNCCS/1988165
Dataset
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Structural models and functional annotations for the Sphagnum divinum proteome.
Davidson, R. B. (Creator), Coletti, M. (Creator), Gao, M. (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), May 31 2023
DOI: 10.13139/ORNLNCCS/1973885
Dataset
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EAGLE-I Power Outage Data Information
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/1975203
Dataset