4-8 bit quantized DNNs stay exposed to membership inference
Eight attacks across six quantization methods find privacy gains mainly at 2 bits, with large utility loss.
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Adaptive-Shot Hybrid Quantum Anomaly Detection for Tactile Internet Security: Reliability-Aware Measurement Allocation Under Resource Constraints
Adaptive-shot quantum anomaly detection cuts Tactile Internet measurement cost with under 1% decision disagreement.