Time-Series Forecasting Through Contrastive Learning with a Two-Dimensional Self-attention Mechanism. - Linling Jiang; Fan Zhang 045; Mingli Zhang; Caiming Zhang 001 (ICONIP (2), 2023)

Multi-scale Multi-step Dependency Graph Neural Network for Multivariate Time-Series Forecasting. - Wenchang Zhang; Kaiqiang Zhang; Linling Jiang; Fan Zhang 045 (ICONIP (8), 2023)

Using piecewise polynomial activation functions and relevance attention for long-term time-series prediction. - Linling Jiang; Fan Zhang (IJCNN, 2024)

Robust memory-based graph neural networks for noisy and sparse graphs. - Linling Jiang; Wenchang Zhang; Hua Wang 012; Fan Zhang 045 (Eng. Appl. Artif. Intell., 2025)

Transforming time and space: efficient video super-resolution with hybrid attention and deformable transformers. - Linling Jiang; Xin Wang; Fan Zhang 045; Caiming Zhang (Vis. Comput., 2025)