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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SDG 7 Affordable and Clean Energy
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Dive into the research topics where Qingyun Sun 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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Evolving Graph Learning for Out-of-Distribution Generalization in Non-Stationary Environments
Sun, Q., Luo, J., Yuan, H., Fu, X., Peng, H., Li, J. & Yu, P. S., 2026, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 48, 3, p. 2714-2730 17 p.Research output: Contribution to journal › Article › peer-review
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Fine-Tuned LLMs Know They Don’t Know: A Parameter-Efficient Approach to Recovering Honesty
Shi, Z., Wang, Z., Chen, T., Gao, S., Zhou, H., Sun, Q. & Li, J., 2026, Proceedings of the AAAI Conference on Artificial Intelligence. Koenig, S., Jenkins, C. & Taylor, M. E. (eds.). 39 ed. Association for the Advancement of Artificial Intelligence, p. 32983-32991 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40, no. 39).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
IMMix: Class-Imbalanced node classification via prototypical selective mixup augmentation
Qin, J., Sun, Q., Xu, L., Ji, C. & Li, J., Apr 2026, In: Pattern Recognition. 172, 112749.Research output: Contribution to journal › Article › peer-review
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Is the Information Bottleneck Robust Enough? Towards Label-Noise Resistant Information Bottleneck Learning
Huang, Y., Sun, Q., Gao, Y., Yuan, H., Fu, X. & Li, J., 2026, In: Proceedings of the AAAI Conference on Artificial Intelligence. 40, 26, p. 22084-22091 8 p.Research output: Contribution to journal › Conference article › peer-review
Open Access -
MINA: Multimodal intention analysis of social media posts via LLM-guided audio-visual-text reasoning
Lu, F., Yang, T., Zhu, Z., Huang, Y., Gao, S., Luo, Y., Wang, Z., Li, Q., Sun, Q. & Li, J., Nov 2026, In: Pattern Recognition. 179, 113700.Research output: Contribution to journal › Article › peer-review