Projects per year
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Dive into the research topics where Mengnan Du is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Projects
- 1 Active
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Collaborative Research: III: Medium: Towards Effective Detection and Mitigation for Shortcut Learning: A Data Modeling Framework
Du, M. (PI)
10/1/23 → 9/30/27
Project: Research project
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Aligning large language models and geometric deep models for protein representation
Shu, D., Duan, B., Guo, K., Zhou, K., Tang, J. & Du, M., May 9 2025, In: Patterns. 6, 5, 101227.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Boosting Fair Classifier Generalization through Adaptive Priority Reweighing
Hu, Z., Xu, Y., Du, M., Gu, J., Tian, X. & He, F., Feb 15 2025, In: ACM Transactions on Knowledge Discovery from Data. 19, 2, 40.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Comparative Analysis of Demonstration Selection Algorithms for In-Context Learning in Large Language Models
Shu, D. & Du, M., Apr 11 2025, Special Track on AI Alignment. Walsh, T., Shah, J. & Kolter, Z. (eds.). 28 ed. Association for the Advancement of Artificial Intelligence, p. 29490-29492 3 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 39, no. 28).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concepts at Different Layers?
Jin, M., Yu, Q., Huang, J., Zeng, Q., Wang, Z., Hua, W., Zhao, H., Mei, K., Meng, Y., Ding, K., Yang, F., Du, M. & Zhang, Y., 2025, Main Conference. Rambow, O., Wanner, L., Apidianaki, M., Al-Khalifa, H., Di Eugenio, B. & Schockaert, S. (eds.). Association for Computational Linguistics (ACL), p. 558-573 16 p. (Proceedings - International Conference on Computational Linguistics, COLING).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
9 Scopus citations -
Fair Machine Learning in Healthcare: A Survey
Feng, Q., Du, M., Zou, N. & Hu, X., 2025, In: IEEE Transactions on Artificial Intelligence. 6, 3, p. 493-507 15 p.Research output: Contribution to journal › Article › peer-review
Press/Media
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HOT TOPICS OF GENERATIVE AI ARE THE FOCUS OF 2023 DATA SCIENCE SUMMIT
Roshan, U., Du, M., Bader, D., Xu, M. & Koutis, I.
11/9/23
1 item of Media coverage
Press/Media: Press / Media