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Aalborg University, Aalborg, Denmark, Affiliation:
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Adaptive probabilistic shielding can evolve in real-time, enhancing safety in reinforcement learning without sacrificing exploration.
Autonomous gate controllers can learn to manage complex, real-world environments like the Ringkoebing Fjord, achieving safety guarantees that surpass human-designed baselines.
