Projects per year
Personal profile
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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Collaborations and top research areas from the last five years
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Collaborative Research: Unregistered Spectral Image Fusion in Remote Sensing: Foundations and Algorithms
Hong, M. (PI)
THE NATIONAL SCIENCE FOUNDATION
9/1/25 → 8/31/28
Project: Research project
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Collaborative: ACED: Novel Drug Discovery Via Online Optimizing and Conditioning Generative Models
Hong, M. (PI)
THE NATIONAL SCIENCE FOUNDATION
8/1/25 → 7/31/27
Project: Research project
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Invariance in LLM Unlearning Advancing Optimization Foundations for Machine Unlearning
Hong, M. (PI)
MICHIGAN STATE UNIVERSITY, OPEN PHILANTHROPY PROJECT
7/1/25 → 6/30/27
Project: Research project
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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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DISK: DIFFERENTIALLY PRIVATE OPTIMIZER WITH SIMPLIFIED KALMAN FILTER FOR NOISE REDUCTION
Zhang, X., Bu, Z., Balle, B., Hong, M., Razaviyayn, M. & Mirrokni, V., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 54792-54819 28 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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DO LLMS RECOGNIZE YOUR PREFERENCES? EVALUATING PERSONALIZED PREFERENCE FOLLOWING IN LLMS
Zhao, S., Hong, M., Liu, Y., Hazarika, D. & Lin, K., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 72531-72574 44 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
5 Scopus citations -
Downlink MIMO Channel Estimation from Bits: Recoverability and Algorithm
Shrestha, R., Shao, M., Hong, M., Ma, W. K. & Fu, X., 2025, In: IEEE Transactions on Signal Processing. 73, p. 3718-3733 16 p.Research output: Contribution to journal › Article › peer-review
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LEARNING REWARD AND POLICY JOINTLY FROM DEMONSTRATION AND PREFERENCE IMPROVES ALIGNMENT
Li, C., Zeng, S., Liao, Z., Li, J., Kang, D., Garcia, A. & Hong, M., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 88441-88477 37 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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