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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III: Small: Towards Efficient Adaptive Federated Learning: Algorithms, Theories, and Applications
6/1/24 → 5/31/27
Project: Research project
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Proto-OKN Theme 1: A Knowledge Graph Warehouse for Neighborhood Information
Gao, J. (PI), Ma, F. (CoPI), Shang, J. (CoPI) & Semenza, D. C. (CoPI)
10/1/23 → 9/30/26
Project: Research project
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CAREER: Automated Multimodal Learning for Healthcare
Ma, F. (PI)
8/1/23 → 7/31/28
Project: Research project
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SCH: AI-Enhanced Multimodal Sensor-on-a-chip for Alzheimer's Disease Detection
Ma, F. (PI), Zhang, C. C. M. (CoPI) & Hu, J. J. (CoPI)
9/1/22 → 5/31/26
Project: Research project
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SaTC: CORE: Small: Understanding and Mitigating the Security Risks of AutoML
Wang, T. (CoPI), Ma, F. (PI) & Gui, X. (CoPI)
10/1/22 → 9/30/25
Project: Research project
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Rethinking contrastive learning in session-based recommendation
Zhang, X., Xu, B., Ma, F., Wang, Z., Yang, L. & Lin, H., Jan 2026, In: Pattern Recognition. 169, 111924.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
A Survey on Side Information-Driven Session-Based Recommendation: From a Data-Centric Perspective
Zhang, X., Xu, B., Li, C., He, B., Lin, H., Ma, C. & Ma, F., 2025, In: IEEE Transactions on Knowledge and Data Engineering. 37, 8, p. 4411-4431 21 p.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Asymmetrical Reciprocity-based Federated Learning for Resolving Disparities in Medical Diagnosis
Wang, J., Yin, Z., You, Q., Lyu, L. & Ma, F., Jul 20 2025, KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1445-1456 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Brain Effective Connectivity Estimation via Fourier Spatiotemporal Attention
Xiong, W., Liu, J., Ji, J. & Ma, F., Jul 20 2025, KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1657-1668 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
2 Scopus citations -
DyESP: Accelerating Hyperparameter-Architecture Search via Dynamic Exploration and Space Pruning
Liu, X., Lv, H., Ma, F., Wang, C. & Xu, D., May 28 2025, AAAI Spring Symposium - Technical Report. Petrick, R. & Geib, C. (eds.). 1 ed. Association for the Advancement of Artificial Intelligence, p. 172-179 8 p. (AAAI Spring Symposium - Technical Report; vol. 5, no. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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