27/07/2026
๐๐On 19 June 2026, a joint research team from the ๐๐ผ๐น๐น๐ฎ๐ฏ๐ผ๐ฟ๐ฎ๐๐ถ๐๐ฒ ๐ฎ๐ป๐ฑ ๐ฉ๐ฒ๐ฟ๐๐ฎ๐๐ถ๐น๐ฒ ๐ฅ๐ผ๐ฏ๐ผ๐๐ ๐๐ฎ๐ฏ๐ผ๐ฟ๐ฎ๐๐ผ๐ฟ๐ (๐น๐ฒ๐ฑ ๐ฏ๐ ๐ฃ๐ฟ๐ผ๐ณ. ๐๐ฒ๐ถ ๐๐ต๐ฒ๐ป) in CUHKโs Department of Mechanical and Automation Engineering and the Hong Kong Centre for Logistics Robotics received the ๐๐ฒ๐๐ ๐ฃ๐ฎ๐ฝ๐ฒ๐ฟ ๐๐๐ฎ๐ฟ๐ฑ at the 20th IEEE International Conference on Control and Automation (๐๐๐๐ ๐ฎ๐ฌ๐ฎ๐ฒ) in Almaty, Kazakhstan.๐๐
๐ง๐ปโ๐ฌ๐๐๐ฎ๐ฟ๐ฑ๐ฒ๐ฒ๐: ๐๐ถ๐ฎ๐ป๐
๐ถ ๐๐ถ, ๐ญ๐ต๐ถ๐ฝ๐ฒ๐ป๐ด ๐๐ผ๐ป๐ด, ๐ญ๐ต๐๐ผ ๐๐ถ, ๐ช๐ฒ๐ป๐ฟ๐๐ถ ๐๐ถ๐, ๐๐ฒ๐ถ ๐๐ต๐ฒ๐ป
๐Paper Title: Towards Efficient Robot Learning: Diffusion-style Skill Learning and Transfer on Platform with Multi-modal Perception and Force Feedback
The work addresses precise, contact-rich bimanual manipulation by connecting force-feedback demonstration, multimodal data collection, diffusion-style skill learning and transfer, and large-language-model-guided skill scheduling in a complete path from human teaching to real-world ex*****on.
๐ฅ๐ฒ๐๐ฒ๐ฎ๐ฟ๐ฐ๐ต ๐๐ถ๐ด๐ต๐น๐ถ๐ด๐ต๐๐
๐ท๐๐ผ๐ฟ๐ฐ๐ฒ-๐ณ๐ฒ๐ฒ๐ฑ๐ฏ๐ฎ๐ฐ๐ธ ๐ฏ๐ถ๐บ๐ฎ๐ป๐๐ฎ๐น ๐๐ฒ๐ฎ๐ฐ๐ต๐ถ๐ป๐ด
Four Franka arms form a leader-follower platform that lets the demonstrator feel contact while synchronized vision, point-cloud, force/torque, and robot-state data are recorded.
๐ท๐๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ ๐ฑ๐ถ๐ณ๐ณ๐๐๐ถ๐ผ๐ป-๐๐๐๐น๐ฒ ๐๐ธ๐ถ๐น๐น ๐น๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด
Compact 3D representations, stochastic-interpolation-based policy refinement and transfer, action-sequence inpainting, and task-completeness prediction improve skill reuse, continuity, and switching.
๐ท๐๐๐ -๐ด๐๐ถ๐ฑ๐ฒ๐ฑ ๐ฟ๐ฒ๐ฎ๐น-๐๐ผ๐ฟ๐น๐ฑ ๐ฑ๐ฒ๐ฝ๐น๐ผ๐๐บ๐ฒ๐ป๐
Natural-language understanding, task decomposition, and skill-library scheduling are combined to execute ingredient dispensing, water addition, congee cooking and serving, table wiping, and robustness tests in a congee-shop scenario.
The result demonstrates how force-aware teaching, multimodal learning, and intelligent task planning can work together to turn high-quality demonstrations into reusable robot skills for real contact-rich tasks.
Congratulations to the authors and the joint research team.๐๐ป
๐Learn more: https://bit.ly/3TXDzA3
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