Adaptive-Shot Hybrid Quantum Anomaly Detection for Tactile Internet Security: Reliability-Aware Measurement Allocation Under Resource Constraints
Read the original on Hugging Face Trending Papers →The paper introduces the Adaptive‑Shot Variational Quantum Circuit (AS‑VQC) policy for finite‑shot hybrid quantum anomaly detection in Tactile Internet security. Starting with 128 shots per record, the policy escalates to 256, 512, and 1024 shots only when the anomaly score is near a validation‑selected threshold, thereby reducing computational load while maintaining decision accuracy. Experiments on a 4,875‑record benchmark show that the AS‑VQC‑95 policy averages roughly 130–280 shots per record, saving 73–87% of the resources compared to a fixed 1024‑shot baseline, with decision disagreement below 1%. whyItMatters":"The study demonstrates that adaptive quantum measurement allocation can significantly cut resource usage in security analytics without compromising reliability, offering a practical trade‑off for constrained Tactile Internet environments."
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