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Traffic Management (Acceleration Guidance) on Signalized Intersection

7.71Average Speed (m/s)Oracle Transfer
6.80527.04017.2757.5099Nov 27, 2023

Evaluation results

MethodLinks
Oracle TransferTraining Complexity=n × n, The number of source tasks k=n2023.117.71
Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=5‡2023.117.71
Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=10‡2023.117.71
Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=15‡2023.117.71
Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=52023.117.71
Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=102023.117.71
Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=152023.117.71
Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=152023.117.71
Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=102023.117.7
Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=52023.117.69
Exhaustive RLTraining Complexity=n, The number of source tasks k=-2023.116.86
100% UnguidedTraining Complexity=0, The number of source tasks k=-2023.116.84