Curse of rarity for autonomous vehicles
Henry Liu, Shuo Feng
Abstract
The curse of rarity—the rarity of safety-critical events in high-dimensional variable spaces—presents significant challenges in ensuring the safety of autonomous vehicles using deep learning. Looking at it from distinct perspectives, we identify three potential approaches for addressing the issue. The curse of rarity—the rarity of safety-critical events in high-dimensional variable spaces—presents significant challenges in ensuring the safety of autonomous vehicles using deep learning. Looking at it from distinct perspectives, the authors identify three potential approaches for addressing the issue.
Topics & Concepts
CurseVariable (mathematics)Computer scienceDeep learningData scienceRisk analysis (engineering)Computer securityBusinessArtificial intelligenceSociologyMathematicsAnthropologyMathematical analysisAdversarial Robustness in Machine LearningAnomaly Detection Techniques and ApplicationsAutonomous Vehicle Technology and Safety