1 Table of Contents: “... Generation with Image-to-Indicator Hierarchical Transformer -- OD-Enhanced Dynamic Spatial-Temporal Graph...”

2 Table of Contents: “... Novel Transformer Architecture with Enhanced Feature Extraction -- Topological Dynamics of Functional...”

3 Table of Contents: “... Perception Transformer for Retinal OCT Biomarker Image Segmentation --...”

4 Table of Contents: “...TASFormer: Task-aware Image Segmentation Transformer -- Unsupervised Joint-Semantics Autoencoder...”

5 Table of Contents: “... Recommendation -- A Hybrid Approach Using Convolution and Transformer for Mongolian Ancient Documents Recognition...”

6 Table of Contents: “... and Transformer Based Method for Intracranial EEG Signal Classification -- Multi-Task Learning Network...”

7 Table of Contents: “... Experience -- LCformer Linear Convolutional Decomposed Transformer for Long-Term Series Forecasting...”

8 Table of Contents: “... Networks -- Circular FC: Fast Fourier Transform Meets Fully Connected Layer For Convolutional Neural...”

9 Table of Contents: “... into Automatic Speech Recognition Systems: An Empirical Study -- Image Inpainting with Semantic U-Transformer...”

10 Table of Contents: “... Optimizer -- Interactive Attention-Based Graph Transformer for Multi-Intersection Traffic Signal Control...”

11 Table of Contents: “...Multi-Level Augmentation Boosts Hybrid CNN-Transformer Model for Semi-Supervised Cardiac MRI...”

12 Table of Contents: “... -- Feature-Fusion-Based Haze Recognition in Endoscopic Images -- Retinex Meets Transformer: Bridging...”