Data Augmentation for Predictive Digital Twin Channel: Learning Multi-Domain Correlations by Convolutional TimeGAN. - Guangming Liang; Jie Hu 001; Kun Yang 001; Siyao Song; Tingcai Liu; Ning Xie; Yijun Yu (IEEE J. Sel. Top. Signal Process., 2024)

Emotion detection of elderly people in nursing homes based on AI robot vision. - Siyao Song (Soft Comput., 2024)

Real-time bidding with multi-agent reinforcement learning in multi-channel display advertising. - Chen Chen; Gao Wang; Baoyu Liu; Siyao Song; Keming Mao; Shiyu Yu; Jingyu Liu (Neural Comput. Appl., 2025)

TSNet: a foundation model for wireless network status prediction in digital twins. - Siyao Song; Guoao Sun; Yifan Chang; Nengwen Zhao; Yijun Yu (Frontiers Inf. Technol. Electron. Eng., 2025)