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TwinGuard-Lite: state-admission gateway for generative patient digital twins
US & West ·
A gateway admits an update to a twin's persistent state only after provenance, contradiction and namespace checks pass. Evaluation covers three attack families over 20 seeded splits of a semi-synthetic stream derived from the open eICU database, with roughly 29,000 candidate updates per seed.
Why it matters
Controlling data provenance and consistency at write time is critical for trusting twins in systems where errors are costly.
В Северной Осетии активно внедряют умные технологии для контроля дорожной сети. Камеры фиксируют нарушения, на трассах работают пункты весогабаритного контроля, а во Владикавказе создаётся цифровой двойник города. Пассажиры смогут отслеживать движение трамваев в приложении.
Industrial environments are increasingly characterized by the tight interaction among physical processes, communication infrastructures, and intelligent applications. In this context, Digital Twins (DTs) have emerged as a key technology for system analysis and optimization.
Growing automation makes collaborative robots work in more variable environments, increasing the need for adaptation. We propose a human-in-the-loop online training framework combining a digital twin (DT), reinforcement learning (RL), and human demonstrations.