4 papers
MUCO: A Mani-Unit-Structured Manipulation Framework for Compositional Long-Horizon Robot Tasks
Xiangyi Wei, Hanzhe Yao, Jingwen Shang +3
Learning and executing long-horizon robot manipulation as complete task trajectories raises data-collection costs, lim?its capability reuse, and causes local failures to cascade in…
S-VLA: State-Space Guided Vision-Language-Action Models for Long-Horizon Manipulation
Zhipeng Xie, Zongyi Han, Xiangyi Wei +3
Vision-Language-Action (VLA) models have demonstrated strong capabilities in robotic manipulation, but their performance degrades significantly in long-horizon tasks due to cumulat…
Audio-VLA: Adding Contact Audio Perception to Vision-Language-Action Model for Robotic Manipulation
Xiangyi Wei, Haotian Zhang, Xinyi Cao +4
The Vision-Language-Action models (VLA) have achieved significant advances in robotic manipulation recently. However, vision-only VLA models create fundamental limitations, particu…
TimeSoccer: An End-to-End Multimodal Large Language Model for Soccer Commentary Generation
Ling You, Wenxuan Huang, Xinni Xie +5
Soccer is a globally popular sporting event, typically characterized by long matches and distinctive highlight moments. Recent advances in Multimodal Large Language Models (MLLMs)…