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Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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The Fingerprint is created by mining the titles and abstracts of the person's research outputs and projects/funding awards to create an index of weighted terms from discipline-specific thesauri.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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CIF:Small: Inverse Reinforcement Learning with Heterogeneous Data: Estimation Algorithms with Finite Time and Sample Guarantees
Hong, M. (PI)
THE NATIONAL SCIENCE FOUNDATION
12/1/24 → 11/30/27
Project: Research project
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Bi-Level Optimization for Hierarchical Machine Learning Problems: Models, Algorithms and Applications
Hong, M. (PI)
THE NATIONAL SCIENCE FOUNDATION
8/1/24 → 7/31/27
Project: Research project
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Technology to Realize the Full Potential of UHF MRI
Metzger, G. (PI), Adriany, G. (CoI), Akcakaya, M. (CoI), Auerbach, E. J. (CoI), Bolan, P. J. (CoI), Chen, W. (CoI), Eryaman, Y. (CoI), Hong, M. (CoI), Idiyatullin, D. S. (CoI), Kannan, M. (CoI), Kerlin, A. M. (CoI), Kobayashi, N. (CoI), Li, X. (CoI), Mangia, S. (CoI), Michaeli, S. (CoI), Moeller, S. (CoI), Sadeghi Tarakameh, A. (CoI), Tousi, Y. M. (CoI), Ugurbil, K. (CoI), Wu, X. (CoI) & Zimmermann, J. (CoI)
NIH NATL INST OF BIOMEDICAL IM
2/1/24 → 1/31/29
Project: Research project
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A Multi-Rate Feedback Control Framework for Design and Analyzing of Decentralized and Federated Learning
Hong, M. (PI)
THE NATIONAL SCIENCE FOUNDATION
8/15/23 → 7/31/26
Project: Research project
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AI-CLIMATE (Artificial Intelligence Institute for Climate-Land Interactions, Mitigations, Adaption, Trade-Offsand Economy)
Shekhar, S. (PI), Babcock, C. R. (Other Role), Chiang, Y.-Y. (Other Role), Gini, M. L. (Other Role), Griffis, T. J. (Other Role), Hong, M. (Other Role), Jin, Z. (Other Role), Johnson, J. A. (Other Role), Jordan, N. R. (Other Role), Kumar, V. (Other Role), Mulla, D. J. (Other Role), Papanikolopoulos, N. P. (Other Role), Pardey, P. G. (Other Role), Roop, H. A. (Other Role), Runck, B. C. (Other Role), Steinbach, M. (Other Role), Sun, J. (Other Role), Wilgenbusch, J. (Other Role) & Zobel, J. M. (Other Role)
USDA Nat'l Inst. of Food & Agriculture
6/1/23 → 5/31/26
Project: Research project
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Structural Estimation of Markov Decision Processes in High-Dimensional State Space with Finite-Time Guarantees
Zeng, S., Hong, M. & Garcia, A., Mar 2025, In: Operations research. 73, 2, p. 720-737 18 p.Research output: Contribution to journal › Article › peer-review
Open Access -
νSAM: Memory-Efficient Sharpness-Aware Minimization via Nuclear Norm Constraints
Pethick, T., Raman, P., Minorics, L., Hong, M., Sabach, S. & Cevher, V., 2025, In: Transactions on Machine Learning Research. 2025Research output: Contribution to journal › Article › peer-review
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An Introduction to Bilevel Optimization: Foundations and applications in signal processing and machine learning
Zhang, Y., Khanduri, P., Tsaknakis, I., Yao, Y., Hong, M. & Liu, S., Jan 1 2024, In: IEEE Signal Processing Magazine. 41, 1, p. 38-59 22 p.Research output: Contribution to journal › Article › peer-review
Open Access11 Scopus citations -
A SMOOTHED BREGMAN PROXIMAL GRADIENT ALGORITHM FOR DECENTRALIZED NONCONVEX OPTIMIZATION
Pu, W., Zhang, J., Zhou, R., Fu, X. & Hong, M., 2024, 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 8911-8915 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A Survey of Recent Advances in Optimization Methods for Wireless Communications
Liu, Y. F., Chang, T. H., Hong, M., Wu, Z., So, A. M. C., Jorswieck, E. A. & Yu, W., 2024, (Accepted/In press) In: IEEE Journal on Selected Areas in Communications. p. 1 1 p.Research output: Contribution to journal › Article › peer-review
Open Access14 Scopus citations