Over the past five years, our team has published over 30 papers in top-tier CCF-A and journals, with highlights including 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*3, 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. 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.