Author

Ming Zhu

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Oct 2026

UniVQ: Vector quantization is effective for unified time series forecasting.

Time series forecasting is crucial for applications such as climate, energy, and transportation. Existing models, whether task-specific or pretrained, face limitations due to constrained sample size of datasets and generalization. Models trained on single datasets struggle with real-world scenarios where training data...

Xiao-Yuan Zhang, Zi-Wen Chen, Wei Liu et al. · Neural Networks · 0 citations

Aug 2026

Vision transformers need zoomer: Efficient ViT with categorical attention prior-guided zoom adapter.

Experiments show ZoomViT, based on the DeiT-S framework, achieves 83.8% top-1 accuracy on ImageNet-1k, surpassing existing efficient state-of-the-art (SOTA) ViTs in accuracy and efficiency.

Ziwen Chen, Xiaoyuan Zhang, Yushi Li et al. · Neural Networks · 0 citations