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#machine learning Preprint Aug 2026

Not All Synthetic Data Are Equal: Expert-Committee Audit Screening for Imbalanced Crash-Injury-Severity Prediction in Automated Driving Systems

Findings supporting a shift from quantity-oriented augmentation to credibility-aware sample acceptance for ADS safety prediction and risk governance support a shift from quantity-oriented augmentation to credibility-aware sample acceptance.

Ze-Wei Li, Qiao-Qiao Ren, Han Yang et al. · 0 citations
#human-computer interacti... Preprint Aug 2026

Occlusion-induced risk and interventions in pedestrian-autonomous truck interactions on multi-lane roads: A virtual reality study

The results showed that ATs increased perceived risk and encouraged more cautious crossing behavior, suggesting a risk-compensation effect, but this compensation was weakened under rainy conditions, where braking-related safety margins were reduced.

Yun Ye, Yuan Che, S. C. Wong et al. · 0 citations

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