complexity analysis 1global aggregation 1spatial attention 1traffic forecasting 1transformer models 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
Do We Really Need Adaptive Global Spatial Attention for Traffic Forecasting?
Qihang Zhang, Siyao Zhang, Letao Kang +3
The paper investigates whether transformer-style attention is necessary for extracting global spatial information in traffic forecasting, showing that a simple uniform full-range m…
cs.HC2024
Multimodal Road Network Generation Based on Large Language Model
Jiajing Chen, Weihang Xu, Haiming Cao +4
With the increasing popularity of ChatGPT, large language models (LLMs) have demonstrated their capabilities in communication and reasoning, promising for transportation sector int…