MMSP-L7: Multimodal Reasoning and Large Model Applications
Oral
Thu, 7 May, 14:00 - 16:00
Location: Room 131+132
Session Type: Oral
Track: Multimedia Signal Processing [MM]
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Thu, 7 May, 14:00 - 14:20

MMSP-L7.1: CARDIOCOT: MULTIMODAL PREDICTION OF MACE RECURRENCE RISK WITH HIERARCHICAL CHAIN-OF-THOUGHT REASONING

Shaohao Rui, Shanghai Jiao Tong University, China; Haoyang Su, Fudan University, China; Jinyi Xiang, Lian-Ming Wu, Shanghai Jiao Tong University, China; Xiaosong Wang, Shanghai Innovation Institute, China
Thu, 7 May, 14:20 - 14:40

MMSP-L7.2: DAMO: A DATA-EFFICIENT MULTIMODAL ORCHESTRATOR FOR TEMPORAL REASONING WITH VIDEO LLMS

Bo-Cheng Chiu, Jen-Jee Chen, Yu-Chee Tseng, National Yang Ming Chiao Tung University, Taiwan; Feng-Chi Chen, National Health Research Institutes, Taiwan; An-Zi Yen, National Yang Ming Chiao Tung University, Taiwan
Thu, 7 May, 14:40 - 15:00

MMSP-L7.3: MCF: Text LLMs for Multimodal Emotional Causality

Yulong Li, Yuxuan Zhang, Rui Chen, Man Lei, Yibo Yuan, Xi'an Jiaotong-Liverpool University, China; Xiwei Liu, Mohamed bin Zayed University of Artificial Intelligence, United Arab Emirates; Runyi Lin, Tianrui Li, Mingze Jiang, Anyi Liu, Xi'an Jiaotong-Liverpool University, China; Yichen Li, Huazhong University of Science and Technology, China; Chong Li, Jionglong Su, Xi'an Jiaotong-Liverpool University, China
Thu, 7 May, 15:00 - 15:20

MMSP-L7.4: PRINCIPLE-GUIDED MULTIMODAL REASONING WITH MINIMAL HUMAN DEMONSTRATIONS

Changkai Ji, Xinyu Huang, Hui Jiang, Zhuoyao Wang, Yuejie Zhang, Ying Cheng, Rui Feng, Fudan University, China; Xiaobo Zhang, China Children’s Hospital of Fudan University, China
Thu, 7 May, 15:20 - 15:40

MMSP-L7.5: SURE: SYNERGISTIC UNCERTAINTY-AWARE REASONING FOR MULTIMODAL EMOTION RECOGNITION IN CONVERSATIONS

Yiqiang Cai, Chengyan Wu, South China Normal University, China; Bolei Ma, Ludwig Maximilian University of Munich, Germany; Bo Chen, Shenzhen University, China; Yun Xue, South China Normal University, China; Julia Hirschberg, Ziwei Gong, Columbia University, United States of America
Thu, 7 May, 15:40 - 16:00

MMSP-L7.6: MULTI-PHYSICS: A COMPREHENSIVE BENCHMARK FOR MULTIMODAL LLMS REASONING ON CHINESE MULTI-SUBJECT PHYSICS PROBLEMS

Zhongze Luo, Zhenshuai Yin, Yongxin Guo, Zhichao Wang, Jionghao Zhu, Xiaoying Tang, School of Science and Engineering, The Chinese University of Hong Kong (Shenzhen), China