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
- 4 Active
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Spiking Transformers for Neuromorphic AI
Date, P. (PI)
Advanced Scientific Computing Research
08/1/26 → 04/30/27
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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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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Automated Membership Inference Attacks: Discovering MIA Signal Computations using LLM Agents
Tran, T., Kotevska, O. & Xiong, L., 2026.Research output: Working paper › Preprint
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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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Closed-Loop Neural Activation Control in Vision-Language-Action Models
Babu, A., Kaur, R., Bastian, N. D., Kotevska, O., Jha, S., Wu, Y., Jha, S. K. & Roy, A., 2026.Research output: Working paper › Preprint
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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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
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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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2021 Smoky Mountains Conference Data Challenge Synthetic-to-Real Domain Adaptation for Autonomous Driving Dataset
Coletti, M. (Creator) & Chipka, 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), Mar 26 2021
Dataset