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Cross-domain Traffic Prediction on Milan-SMS

7.2017MAEST-Vision-LLM
6.51580411.14560215.775420.405198Oct 13, 2025

Evaluation results

MethodLinks
ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.107.201717.62040.7213
GATGPTInput sequence length (S)=12, Prediction horizon (K)=362025.108.914618.54830.7593
ST-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.108.930318.93290.775
GCNGPTInput sequence length (S)=12, Prediction horizon (K)=362025.109.59218.84640.7715
MCSTGCNInput sequence length (S)=12, Prediction horizon (K)=362025.1015.43226.20681.0728
ARIMAInput sequence length (S)=12, Prediction horizon (K)=362025.1015.752426.33741.0781
STNInput sequence length (S)=12, Prediction horizon (K)=362025.1016.25627.391.1212
Time-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.1016.815129.20061.1953
ACFMInput sequence length (S)=12, Prediction horizon (K)=362025.1024.349137.59891.5391