Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Efficient Federated Intrusion Detection in 5G ecosystem using optimized BERT-based model
As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2409.19390.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T15:58:52.701320Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T11:30:13.900720Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 2c122290-09e1-4a41-b209-8800a279d0e4 · inbound
When IoT Meet LLMs: Applications and Challenges cites this paper.
When IoT Meet LLMs: Applications and Challenges Efficient Federated Intrusion Detection in 5G ecosystem using optimized BERT-based model
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:58:52.701320Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7368f821-d0d2-4061-a1b6-c691e39fec6e · inbound
A Unified Framework for Context-Aware IoT Management and State-of-the-Art IoT Traffic Anomaly Detection cites this paper.
A Unified Framework for Context-Aware IoT Management and State-of-the-Art IoT Traffic Anomaly Detection Efficient Federated Intrusion Detection in 5G ecosystem using optimized BERT-based model
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T11:30:13.908371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.