Barely Significant
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Reinforcement learning for online testing of autonomous driving systems: a replication and extension study.

Empir Softw Eng · 2025 · PMC11538197 · PMID 39513128

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an increasing trendno p-value reported
7 , which plots the average reward computed within a time window of 10 minutes, we observe that the average reward for DQN has an increasing trend in the Straight and Right-Turn routes, and it is consistently higher than the average reward obtained by Q and RANDOM.

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a positive trendno p-value reported
Again, despite the lack of statistical significance, DQN shows a positive trend in finding more violations quicker than RANDOM, especially in the Right-Turn route.

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Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.