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papersSEP 10 04:00 UTC

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

A new arXiv paper introduces Sim2Signal, a benchmark suite for measuring how reinforcement learning policies for traffic signal control transfer from simulators to real-world deployment. The work targets the sim-to-real gap, where agents that perform well in simulation often fail once applied in practice. The benchmarks aim to give researchers a standardized way to evaluate transferability before deployment.

arXiv Sim2Signal ai-benchmarks reinforcement-learning sim-to-real traffic-signal-control

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arXiv cs.LGSim2Signal: Sim-to-Real Benchmarks for Traffic Signal Control ↗SEP 10 04:00 UTC