Adaptive Alarm Threshold Prediction in 4G Mobile Networks: A Percentile-Guided Deep Learning Framework with Interpretable Outputs

2026-05-05T07:23:52Z967c491dec674e0dbba840fff50e673bda38f92df2d9fe0559eb5019adea1ef8
1DCNN5GAIIMAndroidByzantine clientsIQ samplesMORPHO-RANOpenAirInterfaceOpenRANPRB allocationPRB schedulingRF jamming detectionShieldShareVPNfederated learninghotspotjammingmodel poisoningnear-RT RICprivacyproxy-based VPNs (HTTP/HTTPS/SOCKS5) /traffic accounting","eUPFreinforcement learningsrsRANxApp

What happened

Collection of recent telecom and networking research with multiple security and privacy implications. Key items: (1) ShieldShare — an open-source Android proxy enabling VPN-backed hotspots and per-user accounting without root; useful for privacy but may be abused to hide malicious traffic or introduce proxy/VPN implementation vulnerabilities. (2) eUPF with eBPF-based passive GTP-U delay measurement — low-cost telemetry but expands kernel-privileged attack surface and may enable traffic-correlation or timing side-channels if misused. (3) O-RAN/5G control-plane works (AIIM xApp, MORPH, PRB/PRB-s

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_cs_ni
Record identifier
967c491dec674e0dbba840fff50e673bda38f92df2d9fe0559eb5019adea1ef8
Enrichment time
2026-05-05T07:23:52Z
AI-assisted enrichment
Yes

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