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, and an Oral at ECAI 2023. 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.