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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 Access3 Link opens in a new tab Scopus citations -
BATED: Learning fair representation for Pre-trained Language Models via biased teacher-guided disentanglement
Li, Y., Du, M., Song, R., Liu, M. & Wang, Y., Nov 2025, In: Artificial Intelligence. 348, 104401.Research output: Contribution to journal › Article › peer-review
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BEYOND SINGLE CONCEPT VECTOR: MODELING CONCEPT SUBSPACE IN LLMS WITH GAUSSIAN DISTRIBUTION
Zhao, H., Zhao, H., Shen, B., Payani, A., Yang, F. & Du, M., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 27066-27094 29 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
2 Link opens in a new tab 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 Access2 Link opens in a new tab 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
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