Xiangxian Li 李象贤

About Me

I am currently a specially funded postdoctoral researcher at the School of Airspace Science and Engineering, Shandong University (SDU). I received my Ph.D. degree in Engineering from the School of Software, SDU, in June 2024, under the supervision of Prof. Xiangxu Meng, with Prof. Lei Meng as my co-advisor. Before that, I worked on intelligent recommendation algorithms for user interface elements under the supervision of Prof. Chenglei Yang. I received my Bachelor’s degree from Huazhong University of Science and Technology (HUST) in June 2018.

My research interests lie in multimedia computing and intelligent human-computer interaction. I aim to develop intelligent systems capable of robust perception, understanding, interaction, and execution in complex and open environments. Specifically, my research focuses on multimodal robust representation learning under data-scarce and long-tailed conditions, user intention modeling in complex interactive scenarios, and embodied navigation and interaction in open environments. I have published papers in leading conferences and journals, including AAAI, ACM MM, UIST, IEEE VR, UbiComp, EMNLP, ECCV, and so on. My work has been applied to scenarios such as in-vehicle interaction, UAV navigation, hematologic tumor early warning, dietary image analysis, legal document inspection, and so on.

Research Interests

• Multimodal Foundation Models and Vision-Language Learning
• Robust Representation Learning under Long-tailed Distributions
• User Intention Modeling in Complex Scenarios
• Embodied Navigation and Interaction in Open Environments

News

• [May. 2026] I participate CCIG 2026 in Guangzhou.
• [Nov. 2025] I participate EMNLP 2025 in Suzhou.
• [Oct. 2025] I participate MM 2025 in Dublin and present for our paper.
• [Aug. 2025] Our 2 papers are accepted by EMNLP 2025.
• [Aug. 2025] paper about Cross-modal Incomplete Tabular Reconstruction is accepted by JSCI.
• [Aug. 2025] Paper about Multimodal Adaptive Gaussian Networks for Intent Inference is accepted by MM 2025.
• [Jul. 2025] Paper about Dynamic Flow Assessment with EEG Signal is accepted by UIST 2025.
• [Feb. 2025] Paper about Reviewing of Computing Flow Experience is accepted by CHI Conference 2025.
• [Feb. 2025] Paper about Balanced Contrastive Learning in Criminal Motive Classification is accepted by EPJ Data Science.
• [Dec. 2024] Paper about Causal Inference on Visual-Semantic Graph is accepted by AAAI 2025.
• [Dec. 2024] Paper about ASD Stereotyped Movement Recognition is accepted by JBHI.
• [Nov. 2024] I join the School of Mechanical, Electrical & Information Engineering, Shandong University as a postdoctoral researcher.
• [Sep. 2024] Paper about Detecting Simultaneous Flow is accepted by UbiComp/IMWUT.
• [Jun. 2024] I am graduated from Shandong University.
• [Sep. 2023] Paper about Cross-modal Inference is accepted by Journal of Software.
• [Apr. 2023] Paper about Cross-modal Long-tailed Classification is accepted by CVM.
• [Oct. 2023] Our team win the Jury Award in the track 2 of Nico challenge 2022 competition.
• [Oct. 2021] I make a presentation for paper about Long-tailed Adversarial Training.
• [Oct. 2021] l participate in ACM MM 2021.
• [Sep. 2018] I start to study as a Ph.D. student at the School of Software, Shandong University.

Selected Publications

Awards

• [2026] China National Collegiate Software Innovation Competition: National Second Prize, National Third Prize
• [2023] China College Students’ Service Outsourcing Innovation and Entrepreneurship Competition: National Second Prize in Track B
• [2022] NICO CHALLENGE (ECCV Workshop): Jury Award in the Mixed-Context Generalization Track
• [2021] ACM MM Watch and Buy: Multimodal Product Identification Challenge: Finals (7/587)
• [2021] Shandong Provincial College Student Big Data and Intelligence Competition: First Prize (1/88)

Services

Conference Reviewers

• IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023, 2025
• European Conference on Computer Vision (ECCV) 2026
• ACM Multimedia (MM) 2023, 2025, 2026
• Annual AAAI Conference on Artificial Intelligence (AAAI) 2024, 2025, 2026

Journal Reviewers

• International Journal of Computer Vision (IJCV)
• IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
• Knowledge-Based Systems (KBS)
• Journal of King Saud University Computer and Information Sciences (JSCI)

Committee Service

• Member of the CSIG Technical Committee on Human-Computer Interaction

Students

I have had the pleasure of working with several master’s and undergraduate students, either independently or in collaboration with colleagues. The accomplishments highlighted above reflect their talent, dedication, and collaborative spirit.

Master Students

• Yongju Jia (since Sep. 2024): Long-tailed Classification, Visual-Language Models
• Anran Lu (since Mar. 2026): Incomplete Data Representation

Undergraduates

• Baiqiao Zhang (since Jul. 2023): Human-computer Interaction and Natural Language Processing. PhD Student at the Hong Kong University of Science and Technology (HKUST)
• Xiangyu Meng (since Sep. 2024): Cross-modal Learning, Missing Modality Reconstruction. Master Student at University of Electronic Science and Technology of China (UESTC)
• Jiarui Ma (since Nov. 2024): Long-tailed Classification, Visual-Language Models
• Lin Zhao (since Mar. 2025): Embodied UAV, Visual-Language Navigation
• Yijia Ma (since May 2025): Multimodal Computing
• Qing Liu (since Aug. 2025): Medical Image Analysis

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