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Paper Citation Record · LEDGER

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN

As of 11 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2508.20985.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.20985 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:40:46.898902Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 98453f78-38b8-4a20-ab59-3dc8dc835ed9 · outbound

This paper cites Spotlight: Accurate, explainable and efficient anomaly detection for open ran,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Spotlight: Accurate, explainable and efficient anomaly detection for open ran,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.423008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 2d5b547d-2c21-43bc-9b5d-7a67b5c7f1e3 · outbound

This paper cites 5g ran: Radio access networks,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN 5g ran: Radio access networks,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.391031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.795704Z digest=sha256:7d290be4273be14a50637e7b95b3d868d51fd281c7aaed31245e1ad2cedeeff6

Observation 03100f51-cddb-41b1-96dc-c9397c03fc20 · outbound

This paper cites Building sustainable networks – mobility report,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Building sustainable networks – mobility report,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.364407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.801532Z digest=sha256:159e8716d14327d8d134835985e1ff002aae7b9f737dc871d3a9b8b8ca4879fe

Observation a3fd0453-d9ea-4a68-9c19-e4457b2ae38a · outbound

This paper cites Sustainable networks: The intelligent operations guide,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Sustainable networks: The intelligent operations guide,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.319597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.807532Z digest=sha256:781fae077409fc42d05ca1036fe0c275eeb1a9dc8c5c7a61a6a8d146343eea34

Observation a334bbb1-c87a-441a-83fa-d368aa2c4b50 · outbound

This paper cites Lajous, S.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Lajous, S

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.297191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.814322Z digest=sha256:0054e59d329e81c525aacd318bb2f20670dfe98358211621b8dc1a4d4d08459c

Observation 5ea4c98e-c556-4298-b2f9-4b275b5e1ff9 · outbound

This paper cites Toward addressing training data scarcity challenge in emerging radio access networks: A survey and framework,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Toward addressing training data scarcity challenge in emerging radio access networks: A survey and framework,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.265536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.821666Z digest=sha256:7b185bbafd23f28e6fd234f36978cb4cbb1d8460bec4f380567709d24f123bfa

Observation 821fe0a4-9f84-4863-be24-610d0557a644 · outbound

This paper cites Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T14:40:46.828492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:40:46.828492Z digest=sha256:214a9aa0ea512bd9c5ea27d5bd5a781a9aa646fe08554b73b64d7af68ee11005

Observation c1ce505e-0022-428a-90a7-ee376f3ef218 · outbound

This paper cites A self-adaptive deep learning-based system for anomaly detection in 5g networks,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN A self-adaptive deep learning-based system for anomaly detection in 5g networks,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.240819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.835544Z digest=sha256:f3ca6a2647752f27070087389484317fe4eb1eb178568f81bf4af606101fccae

Observation 12648e75-9046-4a21-b93d-2cc4c599be02 · outbound

This paper cites Active rule mining for multivariate anomaly detection in radio access networks,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Active rule mining for multivariate anomaly detection in radio access networks,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.209836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.841991Z digest=sha256:0d8415a979fec07286e40a01e898d153192f23852b8a135fa2e61e4916391a93

Observation bc553b7e-c753-469d-9ad4-15dedaf9e337 · outbound

This paper cites Unsupervised anomaly detection and root cause analysis in mobile networks,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Unsupervised anomaly detection and root cause analysis in mobile networks,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.188760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.849177Z digest=sha256:11c64ba0b4142bec0550e1cd245cc5b72dd59aedcc9f071c4ae70e03381533a4

Observation acbd86a7-3b97-4c8c-be4c-616d3836412d · outbound

This paper cites An intrusion-detection model,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN An intrusion-detection model,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.163661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.854961Z digest=sha256:e7e1b9f0a806ef07cbdd1450a65834b1887667364b448d95ff4d870848699e38

Observation 7ce8d347-588e-4057-a649-c6ec618a3ad0 · outbound

This paper cites A survey of intrusion detection techniques,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN A survey of intrusion detection techniques,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.127710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.861699Z digest=sha256:8034d24ec8cf7a2373e958276abc30503da710cbbec6bcb05d2147c0b4e64715

Observation 239d22f1-b65c-4835-b471-3dc5efa05a66 · outbound

This paper cites Real-time log file analysis using the simple event correlator (sec).

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Real-time log file analysis using the simple event correlator (sec)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.103816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.868695Z digest=sha256:8c3eb01e76c2a426c4d674c7087c7f27589f7aaa36d5746d5279b98dd0a459ec

Observation fb73348a-ba88-4e20-bee6-2cdfa0f3f418 · outbound

This paper cites Rule-based anomaly pattern detection for detecting disease outbreaks,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Rule-based anomaly pattern detection for detecting disease outbreaks,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.069484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.875271Z digest=sha256:d5239997b001dbce2414eeca2284043b00ace868677e90d5ea0b805bc9493500

Observation 2937631b-e2d9-4264-b964-2f86acbd9399 · outbound

This paper cites Anomaly detection for time series using vae-lstm hybrid model,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Anomaly detection for time series using vae-lstm hybrid model,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.041361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.883131Z digest=sha256:36f7653a2ceee2de1dc328ce30836cda9e8988fa38ecebde4fb5ae3f9f822e68

Observation 3cc5e74f-a304-453b-90cb-a5be3a0b15ed · outbound

This paper cites Interpretable unsupervised anomaly detection for ran cell trace analysis,.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Interpretable unsupervised anomaly detection for ran cell trace analysis,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:40:47.007591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T14:40:46.890691Z digest=sha256:814399d52c2956a057c9ca48bc71e965562652acee965a5242b240924f378298

Observation c4ff0e95-16d8-4fd3-9ee8-9c5d4f0b70b8 · outbound

This paper cites Root Cause Analysis of Anomalies in 5G RAN Using Graph Neural Network and Transformer.

RANGAN: GAN-empowered Anomaly Detection in 5G Cloud RAN Root Cause Analysis of Anomalies in 5G RAN Using Graph Neural Network and Transformer

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T14:40:46.898902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:40:46.898902Z digest=sha256:2d1600eb20429f690c2fb1a454d0e7be557c4c4f20eea9538f845795b566a823

Pith citing papers

No inbound Pith citation observations are available.