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Spatio-temporal Prediction on Milan-SMS 10% (train)

0.7324NRMSEST-Vision-LLM
0.7160280.8265390.937051.047561Oct 13, 2025

Evaluation results

MethodLinks
ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.7324
GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.8575
GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.8679
ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.8901
STNInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.9223
Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.9315
ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.100.9412
GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.101.1417