Over the past five years, our team has published over 40 high-level papers, including 25 in top-tier CCF-A venues. Notable achievements include a Distinguished Paper Award at AAAI 2023, an Oral presentation at ICCV 2023, an Oral at ECAI 2023, and three Highlights at CVPR 2026. Our work has been published in premier venues such as CVPR*8, ICCV*3, AAAI*3, ACM Multimedia*3, NeurIPS*2, IJCAI*1, WWW*1, and CSCW*1 , as well as leading journals such as IEEE TIP and TCYB，with our team also securing 1st Place in the ICCV 2025 HANDS Challenge. This body of work covers a range of topics including 3D hand and human pose estimation, high-fidelity 3D rendering, generative modeling, gesture recognition, multimodal fusion, and category-agnostic pose learning.