Author

Zhuo Tang

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#machine learning Preprint Sep 2026

STCFormer: Adaptive Spatio-Temporal Modeling with Dynamic Cluster Transformer for Station-based Weather Forecasting

Station-based weather forecasting supports daily life and economic activity, yet accurate forecasts require modeling complex spatial dependencies among stations. Recent clustering-based selective modeling offers a promising alternative to dense inter-station interactions. However, a grouping shared across an observatio...

Rong Li, Hai-Xin Xie, Ming-Yang Wang et al. · 0 citations

#natural language process... Review Sep 2026

TQTS-Bench: A Multi-Syntax Benchmark for Text-to-Query over Time-Series Databases

TQTS-BENCH is introduced, a multi-syntax benchmark for evaluating text-to-query capabilities over TSDBs, and error analysis reveals that this performance gap mainly stems from the heterogeneous query syntaxes across different TSDBs, misinterpretation of time-specific intents, and incorrect schema linking.

Fei Lyu, Zhi-Yi Peng, Jia-Ming Liu et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Learning-State-Aware Dynamic Generative Data Augmentation on Small-Scale Datasets

Learning-state-aware dynamic generative data augmentation (LSADA) is proposed, which introduces a decoupled data augmentation and diffusion fusion strategy that applies strength-controlled transformations to class-relevant regions and generates diverse class-irrelevant regions, progressively fusing them to improve imag...

Ting Xiang, Chen-Xi Deng, Jinhui Zhao et al. · 0 citations