Neuromuscular Micro-Motion Signatures
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A-Live: Passive Liveness Detection via Neuromuscular Micro-Motion Signatures on Commodity Sensors
arXiv:2606.05126v1 Announce Type: new Abstract: Liveness detection has evolved from a safeguard against presentation and replay attacks in biometric authentication to a broader requirement for distinguishing human users from non-human agents in modern digital systems. The emergence of generative and agentic AI further amplifies this need, positioning liveness as a fundamental security primitive. Existing approaches face key limitations, including reliance on explicit user interaction,...