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Bench2Drive's dominant comfort metric is fundamentally flawed, rewarding stationary behavior and obscuring the true trade-offs in autonomous driving models.
Achieving up to 9 percentage points improvement in latency prediction accuracy, HiFi-LLP revolutionizes hardware-aware neural architecture search efficiency.