Research output per year
Research output 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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Attribution Explanations for Deep Neural Networks: A Theoretical Perspective
Deng, H., Pei, H., Zhang, Q. & Du, M., Jul 1 2026, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 48, 7, p. 7387-7406 20 p.Research output: Contribution to journal › Review article › peer-review
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DeepSieve: Information Sieving via LLM-as-a-Knowledge-Router
Guo, M., Zeng, Q., Zhao, X., Liu, Y., Yu, W., Du, M., Chen, H. & Cheng, W., 2026, 19th Conference of the European Chapter of the Association for Computational Linguistics, Findings of EACL 2026. Association for Computational Linguistics (ACL), p. 3054-3077 24 p. (19th Conference of the European Chapter of the Association for Computational Linguistics, Findings of EACL 2026).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Denoising Concept Vectors with Sparse Autoencoders for Improved Language Model Steering
Zhao, H., Wu, X., Yang, F., Shen, B., Liu, N. & Du, M., 2026, 19th Conference of the European Chapter of the Association for Computational Linguistics, Findings of EACL 2026. Association for Computational Linguistics (ACL), p. 797-808 12 p. (19th Conference of the European Chapter of the Association for Computational Linguistics, Findings of EACL 2026).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
FaithLM: Towards Faithful Explanations for Large Language Models
Chuang, Y. N., Wang, G., Chang, C. Y., Tang, R., Zhong, S., Yang, F., Wen, A., Du, M., Cai, X., Braverman, V. & Hu, X., 2026, Long Papers. Demberg, V., Inui, K. & Marquez Villodre, L. (eds.). Association for Computational Linguistics (ACL), p. 3802-3824 23 p. (EACL 2026 - 19th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference, Vol. 1 - (Long Papers); vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access1 Link opens in a new tab Scopus citations -
Fine-Grained Interpretation of Political Opinions in Large Language Models
Hu, J., Yang, M., Du, M. & Liu, W., 2026, Proceedings of the AAAI Conference on Artificial Intelligence. Koenig, S., Jenkins, C. & Taylor, M. E. (eds.). 45 ed. Association for the Advancement of Artificial Intelligence, p. 38570-38579 10 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40, no. 45).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