Abstract: Highlights•Semantic-aware graph learning is utilized throughout the entire pipeline.•Two spatiotemporal gates are devised with semantic graphs.•The proposed STEGA integrates GNN and powerful generative Transformer.•The proposed model outperforms all state-of-the-art baselines.
Loading