Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T04:21:11.932996Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.09259.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T04:21:11.932996Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 699a2ea1-e78a-433e-8489-470fd2417b91 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Exploiting spatial-temporal behavior patterns for fraud detection in telecom networks,
Reference 1
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Observation a60e3800-d9d8-4819-aba9-70a175cbe677 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Telecommunications fraud increased 12% in 2023 equating to an estimated $38.95 bil- lion lost to fraud,
Reference 2
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Observation 1cd1ffc3-c529-4f51-9425-307a08391cd6 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests The telecom fraud landscape in 2026: How the industry is fighting back,
Reference 3
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Unavailable: canonical work link unavailable.
Observation 9b679208-8197-406b-9d0b-fbf4afcb1f14 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Wangiri fraud detection: A comprehensive approach to unlabeled telecom data,
Reference 4
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Observation 207e4422-e361-4b86-8c40-c221fadce3c1 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests On the road to 6G: Visions, requirements, key technologies, and testbeds,
Reference 5
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Unavailable: canonical work link unavailable.
Observation be562934-bc48-412b-bf3c-ecca220d7cca · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests A comprehensive survey on resource management in 6G network based on Internet of Things,
Reference 6
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Unavailable: canonical work link unavailable.
Observation d344b0fb-e6b0-4f50-8a20-6a685786797c · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Artificial intelligence advances in anomaly detection for telecom networks,
Reference 7
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Observation 1298f0ce-dac8-4dc1-870c-cd7ed8d4cb5b · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Current time series anomaly detection benchmarks are flawed and are creating the illusion of progress,
Reference 8
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Unavailable: canonical work link unavailable.
Observation 447a66ca-e13a-46dc-ba07-6a1d523dc4cb · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Leakage-aware benchmarking of temporal data prepa- ration for hourly energy forecasting,
Reference 9
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Observation 91fed299-19c4-43b1-b346-f67f5f6fd327 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests European Space Agency Benchmark for Anomaly Detection in Satellite Telemetry
Reference 10
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Unavailable: canonical work link unavailable.
Observation eb59708e-c870-4184-964b-5bbe3c28d64c · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Beyond the individual: An improved telecom fraud detection approach based on latent synergy graph learning,
Reference 11
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Unavailable: canonical work link unavailable.
Observation 25855041-b50a-4e4f-8f86-f4f358da0e81 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Federated learning for telecom fraud detection: A privacy-preserving approach to overcoming data fragmentation and enhancing security,
Reference 12
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Unavailable: canonical work link unavailable.
Observation 20ade836-668f-41ed-ac50-aada16c32480 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Telecom fraud detection based on large language models: A multi-role, multi-layer prompting strategy,
Reference 13
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Unavailable: canonical work link unavailable.
Observation 89fbb821-407e-429a-b60b-3452bf22dee8 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Blockchain in communication networks: A comprehensive review,
Reference 14
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Unavailable: canonical work link unavailable.
Observation 512454ed-5905-4518-8750-0d7d1a24c840 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Hybrid telecom fraud detection with machine learning, large language models, and blockchain,
Reference 15
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Unavailable: canonical work link unavailable.
Observation 72bdfc0c-e916-4d64-b3ab-90f11499ada6 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Telecom fraud detection via Hawkes-enhanced sequence model,
Reference 16
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Observation e758161e-79b7-438a-8efe-ec6fc8a8bd7a · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests GAT-COBO: Cost-sensitive graph neural network for telecom fraud detection,
Reference 17
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Observation 3e76780f-fbd7-4b02-81b3-d1036da71fee · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Ai anomaly detection for cloudified mobile core architectures,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 826f62ed-17ea-4605-a277-4469cb4c87d0 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Real-time adaptive anomaly detection in industrial iot envi- ronments,
Reference 19
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Unavailable: canonical work link unavailable.
Observation f65aa695-a874-40d4-a838-0b922426df40 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Federated learning for 6G security: A survey on threats, solutions, and research directions,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d65d5ec-d4de-42af-b9ae-15a391fa9e54 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Toward securing federated learning against poisoning attacks in zero touch b5g networks,
Reference 21
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Unavailable: canonical work link unavailable.
Observation 71cd624d-0bfe-4ad6-a0d3-061d161a5089 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Telecom fraud recognition based on large language model neuron selection,
Reference 22
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Observation a74fada8-4dca-4c45-af2a-84b24f321376 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Nx- GenT: A decentralized trust system for B5G and 6G networks based on blockchain and smart contracts,
Reference 23
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Observation ddca8793-4027-4d62-9069-3c2b0c8fde86 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Blockchain for dynamic spectrum access and network slicing: A review,
Reference 24
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Observation 5c7d9bc6-9c39-48ec-b3be-285792b19e35 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Distributed-proof-of-sense: Blockchain consensus mechanisms for detecting spectrum access vio- lations of the radio spectrum,
Reference 25
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Observation 0a8cad0b-d95f-4e84-916e-aa407f424bf3 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests Trust aware and explainable access control for Internet of Medical Things: A lightweight hybrid blockchain approach,
Reference 26
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Observation 381112ad-c2fd-47ac-a524-4ddecf3acf8c · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests TRADE-5G: A blockchain- based transparent and secure resource exchange for 5G network slicing,
Reference 27
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Observation d44637b2-0df4-40a0-a4ea-8263e7cc0205 · outbound
Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests The OPS-SAT benchmark for detecting anomalies in satellite telemetry,
Reference 28
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No inbound Pith citation observations are available.