Research Interests: Machine learning, pattern recognition and big data analysis, medical image analysis and 3D reconstruction, computer vision, etc.

Bio: Jie Yang received a bachelor's degree in Automatic Control in Shanghai Jiao Tong University (SJTU), where a master's degree in Pattern Recognition & Intelligent System was achieved three years later. In 1994, he received Ph.D. at Department of Computer Science, University of Hamburg, Germany. Now he is the Professor and Director of Institute of Image Processing and Pattern recognition in Shanghai Jiao Tong University. He is the principal investigator of more than 30 national and ministry scientific research projects in image processing, pattern recognition, data mining, and artificial intelligence. He has published six books, more than five hundreds of articles in national or international academic journals and conferences. Google citation over 22200, H-index 80. Up to now, he has supervised 5 postdoctoral, 46 doctors and 70 masters, awarded six research achievement prizes from ministry of Education, China and Shanghai municipality. Two Ph.D. dissertation he supervised was evaluated as "National Best Ph.D. Dissertation" in 2009 and in 2017. Two Ph.D. dissertations he supervised were evaluated as "Shanghai Best Ph.D. Dissertation" in 2009 and 2010. He has owned 48 patents.

Research Interests: Machine learning, natural language processing, computer vision; AI-generated content, multimodal large models, intelligent healthcare, etc.

Bio: Sun Shiliang is a professor at Shanghai Jiao Tong University and the director of the Artificial Intelligence Committee of the Shanghai Computer Society, as well as the director of the Machine Learning Committee of the Shanghai Image and Graphics Society. He graduated with a bachelor's degree from Beihang University and a doctorate from Tsinghua University. He has conducted visiting research at overseas universities such as University College London and Columbia University. Currently, he serves as the head of the Big Data and Artificial Intelligence Laboratory (PRML Research Group) at Shanghai Jiao Tong University. His main research fields are machine learning and artificial intelligence. He is a member of well-known journals such as IEEE TPAMI, IEEE TNNLS, and the Chinese Journal of Automation. He has received important awards such as the First Prize of the Natural Science Award of the Chinese Association of Automation. To date, he has published over 200 academic papers and in 2020, he published the Chinese textbook "Pattern Recognition and Machine Learning" (published by Tsinghua University Press).

Speech Title: Challenges and Solutions in Multimodal Large Model Inference: Taking Full-Modal Mathematical Reasoning as an Example