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Sim2Signal: Sim-to-Real Benchmarks for Traffic Signal Control

Rafi, Ferdous Al et al.
arXiv (All) · Papers
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68t05i-2-6machine-learning
Reinforcement learning achieves strong traffic signal control performance in simulation, yet policies trained in simulators often fail once deployed in the real world, a failure known as the Sim-to-Real gap. When RL is applied to traffic signal control, this gap arises from several sources: sensing,
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