👀 About Me
Hi, I’m Xiaorui Jiang, a third-year master’s student at University of Science and Technology of China.
My research interests focus on cross-modal information representation and fusion, with emphasis on the following aspects:
-
Multimodal Information Fusion: Investigating the representation and fusion of multimodal data in unsupervised environments,
with a focus on methods such as FL and MVL, aiming to achieve efficient information fusion without relying on labeled data. -
Multimodal Large Language Models: Concentrating on improving the inference performance of MLLMs, particularly focusing
on strategies that do not require additional training, striving to optimize their reasoning ability and generalization. -
Applications of MLLMs: Starting in Nov. 2025, I will be working as a RA at PolyU, where I will be dedicated to fine-tuning
and optimizing MLLMs for specific domains, driving the development and application of these models in practical scenarios.
Currently, my papers under review or in progress include:
(a) Unsupervised federated multi-view data representation;
(b) Learning dynamics in multi-view data representation;
(c) Research on attention mechanisms in MLLMs and training-free
strategies for performance enhancement;
(d) Training-free token compression methods for MLLMs.
If you find any of these topics of interest, I would be truly grateful for your insights.
👇 Please feel free to reach out to me (Last updated: Sept. 20, 2025)
📖 Google Scholar 💬 WeChat 📧 Email
🔥 News
- 2025.06: 🎉 One paper has been accepted by ICCV 2025!
- 2025.05: 🎉 One paper has been accepted by KDD 2025!
- 2025.03: 🎉 One paper has been accepted by ICME 2025 (oral)!
- 2024.07: 🎉 One paper has been accepted by ACM Multimedia (MM) 2024!
- 2023.06: 🎉 I have obtained the bachelor’s degree. Best wishes to all the friends and myself!
- 2023.04: 📢 This personal-page is built.
📖 Educations
- 2025.11 - 2026.05, Research Assistant, The Hong Kong Polytechnic University (PolyU).
Advisors: Prof. Jingcai Guo and Prof. Xintao Liu. - 2023.06 - 2026.06, M.Eng, University of Science and Technology of China (USTC).
Advisors: Prof. Yong Liao and Prof. Pengyuan Zhou. - 2019.09 - 2023.06, B.Eng, HeFei University of Technology (HFUT).
Advisor: Prof. Meng Li.
📝 Publications
Xiaorui Jiang, Buyun He, Peng Yuan Zhou, Xinyue Chen, Jingcai Guo, Jie Xu, Yong Liao ICCV, 2025
2.Knowledge Rumination for Client Utility Evaluation in Heterogeneous Federated Learning
Xiaorui Jiang, Yu Gao, Hengwei Xu, Qi Zhang, Yong Liao, Pengyuan Zhou ICME, 2025 (oral, acceptance rate: 15%)
3.Heterogeneity-Aware Federated Deep Multi-View Clustering towards Diverse Feature Representations
Xiaorui Jiang, Zhongyi Ma, Yulin Fu, Yong Liao, Pengyuan Zhou ACM MM, 2024
Buyun He, Xiaorui Jiang, Qi Wu, Hao Liu, Yingguang Yang, Yong Liao KDD, 2025
🏆 Honors and Awards
- National Scholarship, 2025
- First-class Scholarship of University of Science and Technology of China, 2024
- First-class Scholarship of University of Science and Technology of China, 2023
- National Second Prize, National College Student Information Security Contest, 2022
- National Third Prize, National Cryptography Competition, 2021
- Academic Scholarship of HeFei University of Technology, 2020-2023
💬 Academic Services
Journal Reviewer
IEEE Transactions on Multimedia (TMM)
IEEE Open Journal of the Computer Society (OJCS)
Conference Reviewer
ACM Multimedia (MM) 2025
IEEE International Conference on Multimedia&Expo (ICME) 2025
💻 Misc
English Proficiency
- IELTS 7.5
Reading Note
06/2025 语言的边界就是思想的边界 语言向前进一步 思想也就向前进一步。
12/2024 也许所有的日子都会过去但不会被遗忘/时光如此清澈像一条流淌的/河流。 -- 《河流 川川》
02/2024 悲欢离合总无情，一任阶前，点滴到天明。 -- 《虞美人 听雨》
06/2023 况是青春日将暮，桃花乱落如红雨。 -- 《将进酒》
05/2023 愿我人族，于此魂梦江海、万古河山之间，星火世传，奋飞不辍。 -- 《古剑奇谭三》
11/2022 还君明珠双泪垂，恨不相逢未嫁时。 -- 《节妇吟·寄东平李司空师道》
07/2020 他说他一直在研究我的灵魂，结果发现其中空虚无物。他说我实际上没有灵魂，没有丝毫人性，没有人任何一条在人类灵魂中占神圣地位的道德原则，所有这些都与我格格不入。-- 《局外人》
11/2019 愿为江水，与君重逢。 -- 《命运 文在寅自传》