Showing cs.LGShow all
2 papers · 1 filter
cs.LG2025
Theoretical Analysis of Positional Encodings in Transformer Models: Impact on Expressiveness and Generalization
Yin Li
Positional encodings are a core part of transformer-based models, enabling processing of sequential data without recurrence. This paper presents a theoretical framework to analyze…
cs.LG2025
Air Quality Prediction with A Meteorology-Guided Modality-Decoupled Spatio-Temporal Network
Hang Yin, Yan-Ming Zhang, Jian Xu +3
Air quality prediction plays a crucial role in public health and environmental protection. Accurate air quality prediction is a complex multivariate spatiotemporal problem, that in…