"Curse of rarity" for autonomous vehicles
July 06, 2022 Β· Declared Dead Β· π Nature Communications
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Authors
Henry X. Liu, Shuo Feng
arXiv ID
2207.02749
Category
cs.RO: Robotics
Citations
103
Venue
Nature Communications
Last Checked
4 months ago
Abstract
In this paper, we reveal that the rarity of safety-critical events in high-dimensional driving environments is the root cause of the safety challenge for autonomous vehicle development. We formulate it as "curse of rarity" (CoR) because it occurs ubiquitously in various safety-critical systems such as medical diagnosis and aerospace systems.
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