Welcome to my homepage!
I’m currently an associate professor (副教授/博导) with the College of Computer Science, Sichuan University, Chengdu, China. I’m also a member of DICALab (Data Intelligence and Computing Arts Lab), which is led by Prof. Jiancheng Lv. I obtained my Ph.D. degree from School of Computer Science and Engineering, University of Electronic Science and Technology of China (UESTC) in Dec. 2019, where I was very fortunate to be advised by Prof. Zenglin Xu.

I have broad interest in Representation Learning, Machine Learning, Data Mining and their potential applications to multimedia data. I am specifically interested in

• Representation Learning: developing unified theory in data mining, computer vision, natural language processing, etc;
• Unsupervised/Semi-supervised Learning: learning from unlabeled/and few labeled data;
• Multiview/Multimodal learning: learning from data represented by multiple views/modals;
• Online/Lifelong Learning: learning models continuously from online streaming/continuous data;
• Deep Learning: leveraging deep learning frameworks, including deep neural networks, deep matrix factorization, deep forest, and so on, to handle complex learning tasks;
• Federated Learning: learning models in a privacy-preserving decentralized collaborative way, considering the data isolation, privacy as well as security;
• AI for Science (AI4Science): exploring the intersections of multiple disciplines including applied mathematics/physics/chemistry/biology, astronomy, geography, dynamical systems, logical reasoning, machine learning, etc. Our team specifically focuses on boosting scientific simulation/calculation with AI & ML, incorporating physical insights to AI methods, and modelling the (continuous) dynamical systems (generally differential equations approximation problems) with AI & ML.

News

• I’m always looking for highly motivated Ph.D students, Postdoctorals and Assistant Professors to conduct frontier research in our team. If interested, please drop me an email with your full CV and a research plan releated to my research interest.
• [04/2024] Two papers were accepted by IJCAI’24. Congrats to Hecheng Cai, Peng Su, and all the collaborators!
• [03/2024] “Self-Weighted Contrastive Fusion for Deep Multi-View Clustering” was accepted by IEEE TMM. Congrats to all the collaborators!
• [01/2024] I have been invited to be a PC member for the 32nd ACM International Conference on Multimedia (ACM MM’24).
• [01/2024] I have been invited to be a PC member for the 41st International Conference on Machine Learning (ICML’24).
• [12/2023] One paper was accepted by AAAI’24. Congrats to Yuze Tan and all the collaborators!
• [12/2023] I have been invited to be a SPC member for the 33rd International Joint Conference on Artificial Intelligence (IJCAI’24).
• [11/2022] Congrats to Yixi Liu’s National Scholarship of China! Note that this is the second time she won this award.
• [11/2022] Congrats to Yuze Tan’s National Scholarship of China! Note that he is one of the two students of Grade 2022 who won this award.
• [11/2022] Congrats to Hecheng Cai’s Huawei Scholarship! Note that he is one of the two students of Grade 2022 who won this award.
• [11/2023] I have been invited to be a PC member for the IEEE/CVF Conference on Computer Vision and Pattern Recognition Conference (CVPR’24).
• [10/2023] One paper was accepted by NeurIPS’23. Congrats to all the collaborators!
• [07/2023] Two papers were accepted by ACM MM’23. Congrats to Yixi Liu and all the collaborators!
• [07/2023] I have been invited to be a PC member for the 38th AAAI Conference on Artificial Intelligence (AAAI’24).
• [07/2023] “Smooth Representation Learning from Multi-view Data” was accepted by Information Fusion. Congrats to all the collaborators!
• [04/2023] One paper was accepted by IJCAI’23. Congrats to Hecheng Cai and all the collaborators!
• [04/2023] I have been invited to be a PC member for the 31st ACM International Conference on Multimedia (ACM MM’23).
• [02/2023] One paper was accepted by CVPR’23. Congrats to Yuze Tan and all the collaborators!
• [12/2022] I have been invited to be a SPC member for the 32nd International Joint Conference on Artificial Intelligence (IJCAI’23).
• [11/2022] Two papers were accepted by AAAI’23. Congrats to Yuze Tan and all the collaborators!
• [11/2022] “Pure Graph-guided Multi-view Subspace Clustering” was accepted by Pattern Recognition. Congrats to Hongjie Wu and all the collaborators!
• [11/2022] The latest version of our survey work about DNNs for PDEs has been released on arXiv. Here is a report.
• [11/2022] I have been invited to be a PC member for the IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR’23).
• [10/2022] Congrats to Yixi Liu’s National Scholarship of China! Note that she is the only student of Grade 2021 who won this award. [Link]
• [09/2022] One paper was accepted by NeurIPS’22. Congrats to Hongjie Wu and all the collaborators!
• [09/2022] I have been invited to be a Program Co-Chair for the 6th International Conference on Computer Science and Artificial Intelligence (CSAI’22).
• [08/2022] “CGDD: Multi-view Graph Clustering via Cross-graph Diversity Detection” was accepted by IEEE TNNLS. Congrats to all the collaborators!
• [08/2022] I have been invited to be a PC member for the 37th AAAI Conference on Artificial Intelligence (AAAI’23).
• [08/2022] “Multi-view Subspace Clustering by Joint Measuring of Consistency and Diversity” was accepted by IEEE TKDE. Congrats to Yixi Liu and all the collaborators!
• [07/2022] “Latent Representation Guided Multi-view Clustering” was accepted by IEEE TKDE. Congrats to all the collaborators!
• [06/2022] Two papers were accepted by ACM MM’22. Congrats to Yixi Liu and all the collaborators!
• [05/2022] 受邀担任国家自然科学基金委基金评审人.
• [05/2022] “Efficient Federated Multi-view Learning” was accepted by Pattern Recognition. Congrats to all the collaborators!
• [03/2022] I have been invited to be a PC member for the 30th ACM International Conference on Multimedia (ACM MM’22).
• [02/2022] 受邀担任《工程科学与技术》期刊专栏副主编.
• [01/2022] One paper was accepted by AAAI’22. Congrats to all the collaborators!
• …

Contacts

Address: No.24 South Section 1, Yihuan Road, Chengdu 610065, China,
Basic Building B318, College of Computer Science, Sichuan University (Wangjiang Campus)
Email: huangsd@scu.edu.cn