3 papers
cs.CL2025
SeMob: Semantic Synthesis for Dynamic Urban Mobility Prediction
Runfei Chen, Shuyang Jiang, Wei Huang
Human mobility prediction is vital for urban services, but often fails to account for abrupt changes from external events. Existing spatiotemporal models struggle to leverage textu…
cs.CL2023
Linear Attention via Orthogonal Memory
Jun Zhang, Shuyang Jiang, Jiangtao Feng +2
Efficient attentions have greatly improved the computational efficiency of Transformers. However, most existing linear attention mechanisms suffer from an \emph{efficiency degradat…
cs.CL2023
Attentive Multi-Layer Perceptron for Non-autoregressive Generation
Shuyang Jiang, Jun Zhang, Jiangtao Feng +2
Autoregressive~(AR) generation almost dominates sequence generation for its efficacy. Recently, non-autoregressive~(NAR) generation gains increasing popularity for its efficiency a…