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Paper Citation Record · LEDGER

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2506.06916.

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

pith.paper-citation-record.v1
2506.06916 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:51:35.756548Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

38 of 38 outbound references displayed

  • verified exact0
  • verified fuzzy36
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation edfc0716-89da-4f47-8647-40f761cff8eb · outbound

This paper cites an unresolved cited work.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:51:36.049219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.667567Z digest=sha256:d1bd58ce15a64701296b79f215851095b932bf95099eb4a78a44f84a07a7fc95

Observation 5eeae9a8-d2b6-43cf-813a-b5e7a3e906df · outbound

This paper cites an unresolved cited work.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:51:36.042341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.671208Z digest=sha256:b3a7a67ebb41bf9c3bf5ea45213be08b42282a3ba4c0cfcae355bcc3f8b2d3d6

Observation 00f45031-3e21-4d23-adaf-873bee604c7d · outbound

This paper cites Never let me down again: Bidding-down attacks and mitigations in 5g and 4g.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Never let me down again: Bidding-down attacks and mitigations in 5g and 4g

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:36.035654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.673853Z digest=sha256:a51011b014a34c31500a076721570d10caa19a0838c0b220be2da7f6d1e0e559

Observation 3bbbf482-1ee1-4d55-af06-32445aa7d841 · outbound

This paper cites Imsi-catch me if you can: Imsi-catcher-catchers.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Imsi-catch me if you can: Imsi-catcher-catchers

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:36.028418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.676581Z digest=sha256:8d8b8bff4201147bdc8fa60dc09815409729f2d711549948b35f296015fe9105

Observation 9fedfa5c-4289-455b-82cc-99275f99da5d · outbound

This paper cites Imsi catchers: hacking mobile communications.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Imsi catchers: hacking mobile communications

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:36.021230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.679630Z digest=sha256:99e19b4f13bdf41dbf629cdbc9b55cca857bd747e5a158398eaa2ad693d00d13

Observation a2927b1a-def4-46b1-9fe6-bd6c954da55d · outbound

This paper cites Imsi catchers in the wild: A real world 4g/5g assessment.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Imsi catchers in the wild: A real world 4g/5g assessment

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:36.014420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.682665Z digest=sha256:d9464ec74289515a833616a3f9561413bf30a52e75d21f47cc3c6cc56775360a

Observation 65b3eb20-94b5-41d3-acbe-f0604808d7ef · outbound

This paper cites New vulnerabilities in 4g and 5g cellular access network protocols: exposing device capabilities.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing New vulnerabilities in 4g and 5g cellular access network protocols: exposing device capabilities

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:36.007470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.685403Z digest=sha256:b14cbaeac6a5588d087d915931ac78b9b271d5b2644ae8bad444b74d25b93f7e

Observation dd1909ae-f587-4182-af62-b9f81bc0812e · outbound

This paper cites Look before you leap: Secure connection bootstrapping for 5g networks to defend against fake base-stations.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Look before you leap: Secure connection bootstrapping for 5g networks to defend against fake base-stations

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:36.000377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.687712Z digest=sha256:7fca05f6239d2a3fbc7e74c317ca600dd734fff2b5db8709ba2cdc349ddc4ad5

Observation f88ba287-703f-4fd6-82a4-42c58c95b052 · outbound

This paper cites https://open5gs.org.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing https://open5gs.org

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.992868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.690471Z digest=sha256:3de421577a25dde4545e5a680b32675be95cc1231395a187d88531e55d8c16b2

Observation 497ee27a-c3ee-45e8-a3c2-2b771edb4431 · outbound

This paper cites Software Radio Systems.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Software Radio Systems

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.985875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.692993Z digest=sha256:e393ed72f6e126ac7c98f8fcdb9c9d9d6064891408e7d6105c468feb9836f937

Observation c6441997-9d9a-4e76-85ec-fb79edcc5643 · outbound

This paper cites Flexible RAN Intelligent Con- troller (FlexRIC).

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Flexible RAN Intelligent Con- troller (FlexRIC)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.979059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.695241Z digest=sha256:6993e1186300e69849e472872423d51bb9166ed28bb62d5734beb32b5be59d14

Observation 2a28e8af-9c71-4d18-9f23-90a5aac895e1 · outbound

This paper cites Logic gone astray: A security analysis framework for the control plane protocols of 5g basebands.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Logic gone astray: A security analysis framework for the control plane protocols of 5g basebands

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.971804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.697503Z digest=sha256:31616aa495c11684fa7cc9feed216b4c402e431d89eeb79cfd94d258ec0cd11e

Observation 3fa28e75-dbe9-4970-8c4d-8d5c52fe4223 · outbound

This paper cites Sok: Evaluating 5g protocols against legacy and emerging privacy and security attacks, 2024.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Sok: Evaluating 5g protocols against legacy and emerging privacy and security attacks, 2024

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.964855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.699962Z digest=sha256:b9a0bf847f44d6ededa55f42a1a50f957e9d55d783ab0faf4f543524d817de88

Observation 588e2fd7-a95d-4d4c-8939-5e14bdc4354e · outbound

This paper cites A systematic analysis method for 5g non-access stratum signalling security.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing A systematic analysis method for 5g non-access stratum signalling security

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.957374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.702288Z digest=sha256:20a7365a4afe610a9954db983de58d8558be5adfe45441943e74efe2471aed19

Observation 2cfb5338-8abc-47d1-a0ef-211032714af6 · outbound

This paper cites Privacy attacks to the 4g and 5g cellular paging protocols using side channel information.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Privacy attacks to the 4g and 5g cellular paging protocols using side channel information

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.950396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.704427Z digest=sha256:bb331ede92dcdf1ad00627ab0177f8ab8e66cc46ad30055f6b966fbabdc1335d

Observation 6ffd7f7a-cdf7-4031-b2f4-a3d9a32fd0bf · outbound

This paper cites LTrack: Stealthy tracking of mobile phones in LTE.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing LTrack: Stealthy tracking of mobile phones in LTE

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.943456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.706522Z digest=sha256:18d0d3d190c8a23db8f76276e1e3b6b1360e7cad6a630586c80f8f452e463f04

Observation e662eb3d-9c91-42dd-90a5-0a70bfcf484d · outbound

This paper cites Security Architecture and Procedures for 5G System.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Security Architecture and Procedures for 5G System

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.936610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.708648Z digest=sha256:7ddb6accd558f1725fbdee6f51599efa7c8ace2493f1bd2e9dfd3430b8de2456

Observation b531823f-0584-493e-9f84-77758b1637cc · outbound

This paper cites Study on 5G Security Enhancement against False Base Stations.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Study on 5G Security Enhancement against False Base Stations

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.929534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.711148Z digest=sha256:2047707081ca2f18a5084548e29e38229d542ca29e4ef43c29056cea04af7e28

Observation 91542e9a-a632-47ab-a572-81fba485dfd3 · outbound

This paper cites De- mystifying privacy in 5g stand alone networks.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing De- mystifying privacy in 5g stand alone networks

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.921930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.713383Z digest=sha256:428c4841ae99285f3849c26d510a40f827d2441099bfcb1509c505485bac00b5

Observation aee1ea49-82a5-4f44-8a04-bca977cff7c5 · outbound

This paper cites 5greasoner: A property-directed security and privacy analysis framework for 5g cellular network protocol.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing 5greasoner: A property-directed security and privacy analysis framework for 5g cellular network protocol

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.915028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.715660Z digest=sha256:c5a30e3d123d3d55d09e059924dadf123bbf62e65b70fb7338f089a21fa9d82a

Observation 25378df6-921e-414f-868e-b2c63c941575 · outbound

This paper cites 5g-spector: An o-ran compliant layer-3 cellular attack detection service.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing 5g-spector: An o-ran compliant layer-3 cellular attack detection service

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.908168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.718284Z digest=sha256:16e4c80b1e35c36536551a1f399585fb69e5e9f258842d1fe66553510748af25

Observation b96b444c-a66e-46a7-80b8-e11d11e208c8 · outbound

This paper cites Ai-driven network intrusion detection and resource allocation in real-world o-ran 5g networks.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Ai-driven network intrusion detection and resource allocation in real-world o-ran 5g networks

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.901174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.720863Z digest=sha256:f94a766dca7117879abe4003d26a1d9478f48f8f8d258186315e6a3b866a64b0

Observation 7368de68-70c0-4e80-a0a4-7d4956a78dc8 · outbound

This paper cites Developing xapps for rogue base station detection in sdr-enabled o-ran.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Developing xapps for rogue base station detection in sdr-enabled o-ran

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.894109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.723004Z digest=sha256:f49df919a4bfcac843656df0bb9b4c0ed795fc476e3e355939269135f571df5c

Observation ef4465a9-a8d9-4a09-89a1-e6324f20e700 · outbound

This paper cites Amachaghi, Sulyman Abdulkareem, Sotiris Chatzimiltis, Mohammad Shojafar, and Chuan H.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Amachaghi, Sulyman Abdulkareem, Sotiris Chatzimiltis, Mohammad Shojafar, and Chuan H

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.887286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.725173Z digest=sha256:6c6ed8474a3c4a495ed4da8c2709fb6b6a5a9162948d5ce0867416aedecc5290

Observation a60d8ef2-accd-403a-9109-a5740617221b · outbound

This paper cites Packet continuity ddos attack detection for open fronthaul in oran system.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Packet continuity ddos attack detection for open fronthaul in oran system

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.880239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.727239Z digest=sha256:63bd6aae2769add513feab84d033698fda11d1fe234501c1f25f834a313d1ebb

Observation 58886179-ecd6-4128-87f9-fc178034dca9 · outbound

This paper cites Det-ran: Data-driven cross-layer real-time attack detection in 5g open rans.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Det-ran: Data-driven cross-layer real-time attack detection in 5g open rans

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.873206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.729342Z digest=sha256:d3414327f8b9392d8a47271016b713dcc9da92069c832f6ede988d318342316c

Observation fbfdda99-34a2-408b-a575-c2a4ead715fd · outbound

This paper cites Open ran for detection of a jamming attack in a 5g network.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Open ran for detection of a jamming attack in a 5g network

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.866375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.731487Z digest=sha256:f392d44221a072b5294d8be2a8b8fd1b81f3de6a63f5707d91dfe88de7e053b7

Observation 73537d1c-dc92-46d6-839f-0cfc052bf675 · outbound

This paper cites Cross-domain ai for early attack detection and de- fense against malicious flows in o-ran.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Cross-domain ai for early attack detection and de- fense against malicious flows in o-ran

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.859418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.733591Z digest=sha256:7610d4be5c80cad8968f60c5f51a4177f3c9f87aee9e0509852c677db57972b2

Observation 24b78075-f87a-4215-89d3-0be0029f1f6b · outbound

This paper cites 6g-xsec: Explainable edge security for emerging openran architectures.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing 6g-xsec: Explainable edge security for emerging openran architectures

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.852023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.736075Z digest=sha256:9180c6af2b1e33301b28c1c948128acece88361f32168a67340776b6e3822d62

Observation b51ebb17-69ea-4832-9eb6-cb53cbf67750 · outbound

This paper cites NR; Radio Resource Control (RRC); Protocol Specification.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing NR; Radio Resource Control (RRC); Protocol Specification

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.844523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.738178Z digest=sha256:c2a91cea476a1b85a5e829d34aef4fb99adca4fd02163b675affeea377c16231

Observation 953c4c86-761c-4b6e-ae7d-4fa32e6da330 · outbound

This paper cites NG-RAN; Architecture Description.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing NG-RAN; Architecture Description

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.832558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.740431Z digest=sha256:87a456978e8e75b136f1eb800a3e6afdbef9364fb75cb27ccbeda0756b1197ff

Observation 44374857-fbce-4ddf-bc2d-3d2ada214793 · outbound

This paper cites E2 Application Protocol (E2AP).

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing E2 Application Protocol (E2AP)

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.824722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.742751Z digest=sha256:839302326f331ff795938871fb5344c7339e3850888f05724389e4e63f8f681a

Observation dc932192-cd30-437c-80e8-aa71ad7a88bb · outbound

This paper cites Near-Real-Time RAN Intelli- gent Controller (RIC) Architecture.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Near-Real-Time RAN Intelli- gent Controller (RIC) Architecture

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.817208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.745964Z digest=sha256:61352d84a207b666e2c362d03db989123eab371c7ec83a8b3d2e62dfcfb7e3e4

Observation fc990d94-c23f-4fdd-9a03-53ca67b28ee6 · outbound

This paper cites Management and Orchestra- tion; 5G Performance Measurements.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Management and Orchestra- tion; 5G Performance Measurements

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.809545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.748098Z digest=sha256:5258951e79544f0b82810531651ca174f754c7d15c0b3900734a110725435644

Observation c45dbcc2-c2cb-4161-999f-47bb80f477fd · outbound

This paper cites Autoencoders.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Autoencoders

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.802325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.750157Z digest=sha256:f99dc6fec5b1bbb0564ef57ca9a60a08330d3f6693ed7fa39da60b8f82285e45

Observation 4c8585b8-fb76-4d85-a068-1afc17280d02 · outbound

This paper cites https://docs.srsran.com/projects/project/en/latest/tutorials/source/ handover/source/index.html, 2020.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing https://docs.srsran.com/projects/project/en/latest/tutorials/source/ handover/source/index.html, 2020

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.794647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.752229Z digest=sha256:64a8c2fb642ab04d11a1bf9f838d4ae15c09d2e36246632dad341624429e74f9

Observation 0b1d6e41-0b3a-437c-a2e5-1375011eeb7b · outbound

This paper cites Network signal guru.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing Network signal guru

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.787302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.754398Z digest=sha256:b719fb6a969766a9266a00f8a7815172e1b54d3250affc20f346a4665f7f2a4a

Observation 1a543de6-4609-4f79-adf5-157af69f54e1 · outbound

This paper cites QxDM Professional Qualcomm eXtensible Diagnostic Monitor., 2022.

ARGOS: Anomaly Recognition and Guarding through O-RAN Sensing QxDM Professional Qualcomm eXtensible Diagnostic Monitor., 2022

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:51:35.779119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:51:35.756548Z digest=sha256:d407b076c452f5d75393847544c3c5a3fe5d72544229293b3037920192bf97d5

Pith citing papers

No inbound Pith citation observations are available.