Research output per year
Research output per year
Personal profile
Education/Academic qualification
Master of Science in Electrical Engineering, Illinois Institute of Technology
Bachelor of Science in Engineering, Shanghai Jiao Tong University
Doctor of Philosophy, Texas A&M University
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Collaborations and top research areas from the last five years
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Research output
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Benchmarking LLMs’ Mathematical Reasoning with Unseen Random Variables Questions
Hong, Z., Wu, H., Dong, S., Dong, J., Xiao, Y., Zhang, Y., Wang, Z., Huang, F., Li, L., Yang, H. & Huang, X., Mar 2026, Proceedings of the AAAI Conference on Artificial Intelligence. Koenig, S., Jenkins, C. & Taylor, M. E. (eds.). 37 ed. Association for the Advancement of Artificial Intelligence, Vol. 40. p. 31023-31031 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40, no. 37).Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review
Open Access -
LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora
Zhuang, L., Chen, S., Xiao, Y., Zhou, H., Zhang, Y., Chen, H., Zhang, Q. & Huang, X., 23 Apr 2026, The Fourteenth International Conference on Learning Representations.Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review
Open Access -
LLM-Based World Models Can Make Decisions Solely, But Rigorous Evaluations are Needed
Yang, C., Wang, X., Jiang, J., Zhang, Q. & Huang, X., Mar 2026, In: Transactions on Machine Learning Research. 2026-MarchResearch output: Journal article publication › Journal article › Academic research › peer-review
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LLM Collaborative Filtering: User-Item Graph as New Language
Zhou, H., Zhang, Y., Chen, H., Zhang, Q., Shen, Q., Huang, F. & Huang, X., Mar 2026, In: Proceedings of the AAAI Conference on Artificial Intelligence. 40, 41, p. 35103-35111 9 p.Research output: Journal article publication › Conference article › Academic research › peer-review
Open Access -
LoSemB: Logic-Guided Semantic Bridging for Inductive Tool Retrieval
Zhuang, L., Zhang, Q., Zhou, H., Zhang, Y. & Huang, X., 12 Apr 2026, WWW 2026 - Proceedings of the ACM Web Conference 2026. Association for Computing Machinery, Inc, p. 3835-3846 12 p. (WWW 2026 - Proceedings of the ACM Web Conference 2026).Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review
Open Access
Prizes
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Champion – Higher Education Category (Stream 2)
Li, Q. (Recipient), Cao, J. (Recipient), Huang, X. (Recipient), Li, C. (Recipient), Ng, H. F. (Recipient), Sin, P. T. (Recipient) & Baciu, G. (Recipient), Aug 2025
Prize: Prize (research)
Activities
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31st International Joint Conference on Artificial Intelligence
Huang, X. (Member of programme committee)
19 Jan 2022 → 1 Apr 2022Activity: Participating in or organising an event › Organizer / committee member
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International Journal of Machine Learning and Cybernetics (Journal)
Huang, X. (Reviewer)
15 Jun 2022 → 31 Jul 2022Activity: Publication peer-review and editorial work › Editorial work for journals
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Thirty-sixth Conference on Neural Information Processing Systems
Huang, X. (Member of programme committee)
27 May 2022 → 19 Aug 2022Activity: Participating in or organising an event › Organizer / committee member
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31st ACM International Conference on Information and Knowledge Management
Huang, X. (Member of programme committee)
23 May 2022 → 20 Jul 2022Activity: Participating in or organising an event › Organizer / committee member
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Thirty-ninth International Conference on Machine Learning
Huang, X. (Member of programme committee)
22 Jan 2022 → 17 Apr 2022Activity: Participating in or organising an event › Organizer / committee member