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Paper Citation Record · LEDGER

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage

As of 4 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2607.25828.

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

pith.paper-citation-record.v1
2607.25828 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T01:26:41.722812Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 573c8a2e-3616-4210-bedb-9f2a83eacf81 · outbound

This paper cites Fujitsu, KDDI successfully turns on the world’s first 5G standalone open RAN site powered by vRAN in Japan,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Fujitsu, KDDI successfully turns on the world’s first 5G standalone open RAN site powered by vRAN in Japan,

Reference 1

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source=pdf_text observed=2026-08-01T01:26:37.439966Z digest=sha256:fa362487144b529fd067870704224e595efe2573efea28b8ad5d86e0cb14a419

Observation fa98a6fb-4faa-4e79-87d1-f283f2b3852b · outbound

This paper cites NTT DOCOMO offers open RAN product set to other telcos,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage NTT DOCOMO offers open RAN product set to other telcos,

Reference 2

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source=pdf_text observed=2026-08-01T01:26:37.501808Z digest=sha256:372ff62c748bd75b9bd9b5b25d9f2b96c130ace95cb6ccd6a00330b6cd3521cc

Observation 3880c6a9-4cba-4bae-9f3c-7c6866fa555f · outbound

This paper cites AT&T to accelerate open and interoperable radio access networks (RAN) in the United States through new collaboration with Ericsson,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage AT&T to accelerate open and interoperable radio access networks (RAN) in the United States through new collaboration with Ericsson,

Reference 3

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source=pdf_text observed=2026-08-01T01:26:37.563802Z digest=sha256:4c0a6297a6fb90a758292f655bc774ca334f0009440967906ab93d7c291b1f99

Observation 70762b3f-a578-40b7-9378-554439b5190d · outbound

This paper cites Major European operators sign open RAN MoU,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Major European operators sign open RAN MoU,

Reference 4

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source=pdf_text observed=2026-08-01T01:26:37.623133Z digest=sha256:882b888b5dcd9b7e16d99c605a5d556f8fde750868ca716b97c7eb5525e6e662

Observation cfd84b33-57df-4846-9ce9-4a889a55b94c · outbound

This paper cites Amarisoft powered Orange 5G at Olympics in best open RAN example yet,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Amarisoft powered Orange 5G at Olympics in best open RAN example yet,

Reference 5

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source=pdf_text observed=2026-08-01T01:26:37.757783Z digest=sha256:0819a2e78052bc81a8cff7fad783f84f5af1267e11f19414f4df6772cdee74d8

Observation 4e768990-5c63-407b-8e44-aca92e9696fc · outbound

This paper cites O-ran control, user and synchronization plane specification 20.0,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage O-ran control, user and synchronization plane specification 20.0,

Reference 6

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source=pdf_text observed=2026-08-01T01:26:37.804735Z digest=sha256:80a00d3f0d60e3d39f613171cb232b5683806cfed4d9d821f82fe2bfc60c5408

Observation 8ea049a3-6c9b-4d3b-87dd-77b487bbcaa2 · outbound

This paper cites O-ran nr c-plane profile 17.0,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage O-ran nr c-plane profile 17.0,

Reference 7

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source=pdf_text observed=2026-08-01T01:26:37.904432Z digest=sha256:bd671b410dd16d1192bb7520434b5d93109f30d15155cc3e48359a9d5d83167e

Observation 25323c21-37ee-455a-9cda-2f6dc7cb3139 · outbound

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

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage 5greasoner: A property-directed security and privacy analysis frame- work for 5g cellular network protocol,

Reference 8

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Observation dfe7f9ff-c0ab-4e88-8fd7-6451731c8e0e · outbound

This paper cites The cost of securing o-ran,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage The cost of securing o-ran,

Reference 9

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source=pdf_text observed=2026-08-01T01:26:38.091410Z digest=sha256:8697460dae0fa86d3ed66b98450c5e8203f501108bf596427675b5c35a59ead5

Observation 4eda9697-4c20-40a1-8aa2-b8a8b8b8591c · outbound

This paper cites Securing o-ran open interfaces,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Securing o-ran open interfaces,

Reference 10

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source=pdf_text observed=2026-08-01T01:26:38.182208Z digest=sha256:37f9c8d94c93cc9d5118068b8bf4d6f36fc4a1f66574adf4b24eccedadda48b1

Observation 386d776d-f398-46e8-a21c-49f0a5eec267 · outbound

This paper cites On the criticality of integrity protection in 5g fronthaul networks,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage On the criticality of integrity protection in 5g fronthaul networks,

Reference 11

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source=pdf_text observed=2026-08-01T01:26:38.244917Z digest=sha256:5856bc9659076971bfc3d6d0d38df68b7746d4a9136fb76ff6be899008c5dc81

Observation b603666a-cd99-420e-a2a1-a89ae1def171 · outbound

This paper cites 5g- muffler: Covert dos attacks over open fronthaul interface of o-ran 5g network,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage 5g- muffler: Covert dos attacks over open fronthaul interface of o-ran 5g network,

Reference 12

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source=pdf_text observed=2026-08-01T01:26:38.298830Z digest=sha256:e6c691fe33ac7441fcb7aa7636cc8c4c06aaf53e705e71c244c3df8cfeadfddd

Observation 2975048a-2ccd-4e65-b886-798e1b811d16 · outbound

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

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Det-ran: Data-driven cross-layer real-time attack detection in 5g open rans,

Reference 13

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source=pdf_text observed=2026-08-01T01:26:38.352744Z digest=sha256:172809b647c1fce8a1c37a0b483a16355d89afb39ae275fbe562e59d250e90d8

Observation 1de90c76-8d90-4d77-b126-d18d522afa74 · outbound

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

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage 5g- spector: An o-ran compliant layer-3 cellular attack detection service

Reference 14

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source=pdf_text observed=2026-08-01T01:26:38.400876Z digest=sha256:4ac64dc83ad794661170ffec756d4f2d93cce989a11117cce924d8d06b7b2e1c

Observation 478aa4bf-a75e-487f-b12e-8aeb25b9cb69 · outbound

This paper cites Nuberu: Reliable ran virtualization in shared platforms,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Nuberu: Reliable ran virtualization in shared platforms,

Reference 15

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Observation 55dc5a88-05c0-4186-92ec-7350c5320ac5 · outbound

This paper cites Enabling resilience in virtualized rans with atlas,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Enabling resilience in virtualized rans with atlas,

Reference 16

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Observation c0b0a166-c4e8-4478-9c06-9fc3b8afb161 · outbound

This paper cites Security threat modeling and risk assessment 8.0,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Security threat modeling and risk assessment 8.0,

Reference 17

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Observation 3437b88e-714a-40ec-a7b3-feb2d9bde9b7 · outbound

This paper cites Attacking O-RAN inter- faces: Threat modeling, analysis and practical experimentation,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Attacking O-RAN inter- faces: Threat modeling, analysis and practical experimentation,

Reference 18

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Observation 8482e118-22eb-4e78-89b8-67095eb2c24e · outbound

This paper cites Security testing the o-ran near-real time ric & a1 interface,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Security testing the o-ran near-real time ric & a1 interface,

Reference 19

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source=pdf_text observed=2026-08-01T01:26:38.671257Z digest=sha256:4066c1e2dfc13816689eff62c2cdfb80730d6fc859baaf6bedde8c33df4b3e4d

Observation f2625e8d-490b-43bf-97bf-cdb83cc1b411 · outbound

This paper cites Automating diagnosis of cellular radio access network problems,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Automating diagnosis of cellular radio access network problems,

Reference 20

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Observation f3a5a270-ff16-4940-8375-0ccf73a676f1 · outbound

This paper cites Robust procedural learning for anomaly detection and observability in 5g ran,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Robust procedural learning for anomaly detection and observability in 5g ran,

Reference 21

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source=pdf_text observed=2026-08-01T01:26:38.737580Z digest=sha256:cbd3d0df2dce7c67255e6a545ee0ff69e9886112bac9ee4ba0d1ac4ea47cb743

Observation 0bc28edd-a2ed-4f3a-9e11-15711a2475c2 · outbound

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

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Interpretable unsupervised anomaly detection for ran cell trace analysis,

Reference 22

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source=pdf_text observed=2026-08-01T01:26:38.794039Z digest=sha256:1f18555e8432dde6a4d9b7e03035a46c7511c587fdc22514305a26629a868ed3

Observation 21d4e91a-67ab-45a3-9e22-c5432e5f586c · outbound

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

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Spotlight: Accurate, explainable and efficient anomaly detection for open ran,

Reference 23

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source=pdf_text observed=2026-08-01T01:26:38.813138Z digest=sha256:837b4e6cfbb214a51e3e558de38b699506c2bbaa6e4f04d9f8375e129f7b0be2

Observation 1fc1208c-3a9d-4aa3-90d4-11f0081e58b5 · outbound

This paper cites Structural agnostic modeling: Adversarial learning of causal graphs,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Structural agnostic modeling: Adversarial learning of causal graphs,

Reference 24

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Observation bb86061a-d8cb-4532-882c-4d859f0ad647 · outbound

This paper cites Let Your Graph Do the Talking: Encoding Structured Data for LLMs.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Let Your Graph Do the Talking: Encoding Structured Data for LLMs

Reference 25

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source=pdf_text observed=2026-08-01T01:26:39.129204Z digest=sha256:7274ba5ca164de04988b3ada66a90c2c34653547e4518ed4de3dc43ec61e5d0a

Observation 36273d3f-abea-4408-8229-245e8f7525b4 · outbound

This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Talk like a Graph: Encoding Graphs for Large Language Models

Reference 26

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Observation 6c701bba-d1e9-42ea-ae9a-23ff282b61a2 · outbound

This paper cites NR C-plane profile 17.0,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage NR C-plane profile 17.0,

Reference 27

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source=pdf_text observed=2026-08-01T01:26:39.306976Z digest=sha256:dc737a54b82aa9b599908f95cee93797f435efb8bcc9a9fea828a5d263dc52dd

Observation 72afb6b4-bd55-4fd4-ae27-fb4fcba5b956 · outbound

This paper cites O-ran E2 general aspects and principles (e2gap) 8.0,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage O-ran E2 general aspects and principles (e2gap) 8.0,

Reference 28

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Observation 43a00196-383f-42c8-92d6-06b94828ba28 · outbound

This paper cites A1 interface: General aspects and princi- ples (A1GAP) 5.03,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage A1 interface: General aspects and princi- ples (A1GAP) 5.03,

Reference 29

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source=pdf_text observed=2026-08-01T01:26:39.423969Z digest=sha256:7b6cb59cd54334d300584e4bdb0971ae0b0e5dc0d8ac602fa229c256a7eff9b1

Observation 08cf81ee-590b-40d6-aeb8-0288c8bc06f8 · outbound

This paper cites Computer Security Incident Handling Guide,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Computer Security Incident Handling Guide,

Reference 30

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source=pdf_text observed=2026-08-01T01:26:39.494352Z digest=sha256:78940f5111f1ab60e8b35432b9843f3b093d7132e2d5912e168ea6a71a623b5b

Observation 00a1a805-3580-4016-b004-9d778850e9ea · outbound

This paper cites Mitigating the latency-accuracy trade-off in mobile data analytics systems,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Mitigating the latency-accuracy trade-off in mobile data analytics systems,

Reference 31

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source=pdf_text observed=2026-08-01T01:26:39.592696Z digest=sha256:4de3be9892f87a88852d537dbb8a6f0e0b1ba3b66d5bce6095fb4f84d8fd74cf

Observation 6c78aeb1-fb7a-4b83-94ea-fe9af352e10d · outbound

This paper cites Adapting foundation models for operator data analytics,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Adapting foundation models for operator data analytics,

Reference 32

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source=pdf_text observed=2026-08-01T01:26:39.629478Z digest=sha256:572de9e1fbe04840615bc2fa3fd74f13ba8157e8395557850da2f56de79d325b

Observation 82bf97ab-33d5-439a-8951-52e9af015cbb · outbound

This paper cites FiGHT: 5G Hierarchy of Global Adversary Threats,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage FiGHT: 5G Hierarchy of Global Adversary Threats,

Reference 33

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Observation d8e91d2a-fd07-4905-8cb3-960be21ae38e · outbound

This paper cites Flow-of-action: Sop enhanced llm-based multi- agent system for root cause analysis,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Flow-of-action: Sop enhanced llm-based multi- agent system for root cause analysis,

Reference 34

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source=pdf_text observed=2026-08-01T01:26:39.731793Z digest=sha256:ac477f1b041bac4c5051b7e72b42cca5b51b1ce8f6d9deaa050b60c2a4e47124

Observation 75036544-6392-43c0-a33f-362c56f796f7 · outbound

This paper cites Large language models can provide accurate and interpretable incident triage,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Large language models can provide accurate and interpretable incident triage,

Reference 35

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Observation 0358ce78-bf52-4d55-8b92-c813fe73c3b6 · outbound

This paper cites Lost in the middle: How language models use long contexts,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Lost in the middle: How language models use long contexts,

Reference 36

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source=pdf_text observed=2026-08-01T01:26:40.001028Z digest=sha256:090c887a2d42570238ecb65573ed7543d28922c50321c597d5cad0f61629f843

Observation 3c52cbb8-1775-4d40-b2f2-076f5e89b38b · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Chain-of-thought prompting elicits reasoning in large language models,

Reference 37

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source=pdf_text observed=2026-08-01T01:26:40.064123Z digest=sha256:b9281ee64f86254cf62d76e5a4b71f6e89001bced03fa4ca2a42846e2ffbc2fb

Observation ea65cdb5-81b3-4152-bf3e-4803732a2c85 · outbound

This paper cites Meta prompting for ai systems,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Meta prompting for ai systems,

Reference 38

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source=pdf_text observed=2026-08-01T01:26:40.122463Z digest=sha256:c136544b5daf0d04f7aa6352f85e17c9322309d9dcd1f02014d13ca6e89b4d68

Observation 0a230d75-64f3-4308-934f-a50a1c1456a3 · outbound

This paper cites Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection

Reference 39

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source=pdf_text observed=2026-08-01T01:26:40.189581Z digest=sha256:a416c2f58ffec17de2604a2f9c40d00b85e74f8066c4ffc7a538c639985fd171

Observation 09d919b4-cded-4687-8456-2451fbaaa468 · outbound

This paper cites Netllm: Adapting large language models for networking,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Netllm: Adapting large language models for networking,

Reference 40

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:40.231138Z digest=sha256:954ee7afe12782b802cac65ebd65e8c0d4a620e0b24bca7334da2f6acdb2cfeb

Observation 97c3f834-0222-4d59-9707-996dffa7dc4a · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage ReAct: Synergizing reasoning and acting in language models,

Reference 41

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:40.287373Z digest=sha256:c1128418046adc1f5ae472f3ecd696290d814611282a7199ebe0fdba577cd83f

Observation 4762c0fd-7aab-4911-8382-2dcc5505e8f0 · outbound

This paper cites (2024) Langgraph.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage (2024) Langgraph

Reference 42

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:40.349764Z digest=sha256:982b7ac77eb286e526ca8fe7c8bb7c59e3e1db5f86bdc245398f1e641a02791f

Observation 677e0fea-bb05-43a6-8075-e0178834c604 · outbound

This paper cites Spirtes, C.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Spirtes, C

Reference 43

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source=pdf_text observed=2026-08-01T01:26:40.407694Z digest=sha256:0040a0565494bb4812e19035aabc038df14f392193ac2f519e29dcaa364fa27b

Observation f56ae7f2-1ce9-4cb0-95ab-ddc5c976fc8f · outbound

This paper cites Root cause analysis of failures in microservices through causal discovery,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Root cause analysis of failures in microservices through causal discovery,

Reference 44

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:40.511977Z digest=sha256:5096dd2c6186becbaaca661769f0a2e362cdd9534b012908c6fb5a9f070befba

Observation ca99a170-c836-4521-bcc0-034f5c86b03e · outbound

This paper cites Generative adversarial nets,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Generative adversarial nets,

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:40.675706Z digest=sha256:6df6fb930e50314911eec24e75daab762729dd9ba219d7ac38032910e360ed08

Observation 47c62fd3-ba7e-4181-a9c6-fafcc5e74441 · outbound

This paper cites Statistical learning with sparsity,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Statistical learning with sparsity,

Reference 46

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:40.789273Z digest=sha256:f77ffc764a386a06dcb32d895649c6588f7a201be8b42910e81fe8724ce9aea0

Observation 0fe22fef-1347-429a-8dc5-5c6cc75bcaca · outbound

This paper cites Benchmarking graph neural networks,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Benchmarking graph neural networks,

Reference 47

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source=pdf_text observed=2026-08-01T01:26:40.876624Z digest=sha256:fef875f23c24817c24cb58f031e1e56ddcfcf5bf06644bd80d370881a858c1c1

Observation 03bb8936-d8f7-4be8-964c-f3a358d3582a · outbound

This paper cites How Powerful are Graph Neural Networks?.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage How Powerful are Graph Neural Networks?

Reference 48

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source=pdf_text observed=2026-08-01T01:26:40.937243Z digest=sha256:a75ad8b0222002b2d27c88d455ef6390c78dc0e1503b5f50269e04f8895b1e3b

Observation 308a6781-fa8d-45ab-8650-ed049a717cd9 · outbound

This paper cites The Llama 3 Herd of Models.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage The Llama 3 Herd of Models

Reference 49

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source=pdf_text observed=2026-08-01T01:26:40.994317Z digest=sha256:ddfc520dacaddc5864d0b4892dbcdd998bce15462ac3330e8513ae6baab65390

Observation 270b1107-5209-4b4a-884d-e16863b0c7dd · outbound

This paper cites (2026) O-ran software community.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage (2026) O-ran software community

Reference 50

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source=pdf_text observed=2026-08-01T01:26:41.060335Z digest=sha256:b6e63d163f3e28e5472531199dea5e3b526d1ce9d3c023a59ec89c92cea6f444

Observation 10180203-974f-477d-8944-eadc8837a035 · outbound

This paper cites (2026) srsran.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage (2026) srsran

Reference 51

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source=pdf_text observed=2026-08-01T01:26:41.111656Z digest=sha256:108569ef6c46a296c5af86a364c23a51f04933639df95e58e012180e4dba2177

Observation 8fdd21e5-529e-4c5d-b3e9-565dda1b1e6d · outbound

This paper cites (2026) Open5gs.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage (2026) Open5gs

Reference 52

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source=pdf_text observed=2026-08-01T01:26:41.169549Z digest=sha256:c2a275a0f229eb480d6de080e118b1e8dcb726b255682b35081e859f8de673b7

Observation 3e3ab1de-41d5-47af-b766-c94e6e544dbc · outbound

This paper cites (2026) Gemma 4.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage (2026) Gemma 4

Reference 53

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source=pdf_text observed=2026-08-01T01:26:41.236307Z digest=sha256:c6638726fc6ed7055e16653a758e7af0044822fa287030d1bd80a834ccd5099b

Observation 975e5110-58fe-4e73-8da4-1ea775b62c96 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Gemma: Open Models Based on Gemini Research and Technology

Reference 54

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source=pdf_text observed=2026-08-01T01:26:41.297604Z digest=sha256:95a4eea8582ce2084fbf45404aa27bffcd3d88a4e1034a42d76e4e823ba95d42

Observation e2bfb0f8-5b3c-4ca1-b13a-106c458c7149 · outbound

This paper cites FALCON: An accurate real-time monitor for client-based mobile network data analytics.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage FALCON: An accurate real-time monitor for client-based mobile network data analytics

Reference 55

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source=pdf_text observed=2026-08-01T01:26:41.357529Z digest=sha256:19ddcc050045da7dfdbd3f06050effb6b0498f6d1ba6fafe686b518666bb5567

Observation cc6fa238-4d05-4246-91df-058399683ddd · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Bleu: a method for automatic evaluation of machine translation,

Reference 56

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:41.423481Z digest=sha256:88cc6f75387ddcc3bbcc84db368192c575aa12e20bfde023da40c646a0a1d3bf

Observation e30b43ed-4fea-4e22-8bd2-7ad735f8a9db · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,

Reference 57

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:41.470058Z digest=sha256:8e844fbca94f128cb05fedc0e45ee9967f7e71215c43522306b1a66b5a257a73

Observation 26d5d19d-edc3-46d1-82c8-c6f617509b99 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Rouge: A package for automatic evaluation of summaries,

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:41.507240Z digest=sha256:6615b50650ab0fc4459de0a13231d71aa018bfbe21810ce06883ecf45a47ff45

Observation 2cc5304e-2841-48eb-9cb9-8d75a40c5f1d · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage BERTScore: Evaluating Text Generation with BERT

Reference 59

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:41.552215Z digest=sha256:40a5a5a3ed2700c1244583c210af3282d135fae663666e8aed4adfc230b8217c

Observation b7509c4a-0cec-4fbc-ac66-feda6e420314 · outbound

This paper cites an unresolved cited work.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-01T01:26:41.592862Z digest=sha256:424abe492ab12b9330e81a61cc8531be4261e866d715732f7fa9cd0604f0a027

Observation 170d1091-75a9-4457-bf36-207171307c54 · outbound

This paper cites an unresolved cited work.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-01T01:26:41.660899Z digest=sha256:b0c273dee716f64bbf9184d94bd1c6085d116de92f209fb07599223489ad8eb3

Observation b2623429-d362-4578-9999-f73841b16e09 · outbound

This paper cites HYPERP ARAMETERS AND TRAINING DETAILS D.

C-RE-ACT: Causal RE-ACTing Agent for O-RAN Forensic Triage HYPERP ARAMETERS AND TRAINING DETAILS D

Reference 62

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-01T01:26:41.722812Z digest=sha256:9d7a61d426009ce048b19c434aae8fdf19d9450c56b0406943612d0377cc2bb2

Pith citing papers

No inbound Pith citation observations are available.