Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:24:48.743721Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2412.02538.
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 2026-08-11T23:24:48.743721Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-03T19:44:11.639335Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T19:48:53.618255Z
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9943408c-3bf7-4029-adfd-52dbb92f6129 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9de224ab-6e5f-4ff2-a100-082238436c69 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Artificial intelligence-powered decentralized framework for internet of things in healthcare 4.0,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation de62e910-709a-4a1b-8538-e6007e3ab6ed · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) AI empowered communication systems for intelligent transportation systems,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 99adc0c4-a7aa-4ca2-ada0-17b2269abf3c · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Big AI models for 6G wireless networks: Opportunities, challenges, and research directions,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b611be19-f028-40a8-9953-55de0c867b0d · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Guest editorial: Sustainable big AI model for wireless networks,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d6f9c16e-49de-410d-b75f-2d7c8676a1ae · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Implementation of big AI models for wireless networks with collaborative edge computing,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 289f89d6-570e-476d-bd80-0e3d6f6dbc08 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A survey on internet of things: Architecture, enabling technologies, security and privacy, and applications,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7183ffe6-5b9b-4080-9d98-cd1eeeff6c0c · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Federated learning with differential privacy: Algorithms and performance analysis,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e9bc703-cf51-43c2-ae56-fc1e101330e5 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Binarizing split learning for data privacy enhancement and computation reduction,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 887eb0c5-7502-4073-8311-087f1f5f2ac3 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Ethical framework for artificial intelligence and digital technologies,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a410dc81-9b10-4b37-b8ca-494248ed783a · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A joint learning and communications framework for federated learning over wireless networks,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17592c50-97cc-4c75-99a9-31c20427ff4e · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Federated learning for 6G: Applications, challenges, and opportunities,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c033565d-3ad8-4ac1-b847-06691a7064e6 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Joint communication and learn- ing design of differential privacy for federated learning over multi-cell networks,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 73d25961-b674-4091-9a71-a28ec9353e0a · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) SplitFed: When federated learning meets split learning,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7314b5ef-cedf-4883-93c0-a6b163d4d767 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unleashing the tiger: Inference attacks on split learning,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6ae7317a-b92e-4300-9488-a2172adcbba2 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Energy efficient federated learning over wireless communication networks,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 06bf10b0-a022-41de-97e8-2e87cf931748 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 43bc75a1-5168-4fa5-acb2-c9ace9abd55e · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Joint privacy en- hancement and quantization in federated learning,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ea8d369-08d9-44bf-8268-ef6e7c92c8b9 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Privacy-encoded federated learning against gradient-based data reconstruction attacks,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9e9b8918-4018-46d9-abe3-4691a2d20283 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Secure federated learning with fully homomorphic encryption for iot communications,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85ef880c-f55f-4972-ad82-70454286383b · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) The semantic communication game,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b5422529-3640-4967-8787-d087c28e250e · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A joint communication and computation design for semantic wireless communication with probability graph,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 33e5f755-c0a5-41d0-8f0d-5f11da9df2b0 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Toward semantic communications: Deep learning-based image semantic coding,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a8bc835c-f6d7-4658-adc0-2ee65ef4ac65 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Representation and fusion based on knowledge graph in multi-modal semantic communication,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5b750797-c4b5-473e-9a43-c78b2e9abf47 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic communication system based on semantic slice models propagation,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3aca3b55-90de-414f-bb62-b24e3fbaf57e · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Joint urllc traffic scheduling and resource allocation for semantic communication systems,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bfc71acf-2189-4ad6-b941-d0f72ecf1802 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A joint communication and computation design for distributed RISs assisted probabilistic semantic communication in IIoT,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 152c8728-22ef-4068-b34a-ffd27ff51165 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Deep learning enabled semantic communication systems,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d8b5613-775e-43ff-b98b-79029178b36c · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Wireless image re- trieval at the edge,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 10cdd04b-522f-4b43-9a1d-031e2b7bc1d7 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 634c699b-6401-466b-873a-4237bdca378f · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic communication meets edge intelligence,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84847890-1e98-4350-84fb-59c859d393ab · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Energy efficient semantic communication over wireless networks with rate splitting,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2002f1c-d5c0-4ffe-a558-423a5a90f065 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A joint communication and computation design for probabilistic semantic com- munications,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 84f690ef-51ff-4e31-b036-1bc3185951b4 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Learning task-oriented communication for edge inference: An information bottleneck approach,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25b79a1c-9ee7-43f8-8cdb-249dbcb38be6 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18f7a43b-68c7-44a7-a399-bd0ae6a22c32 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) The information bottleneck method,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ca809411-cf36-4ee0-8171-f6b2eec4b0cf · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic importance-aware communications using pre-trained language models,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bd2297da-190f-47d8-835c-b3b476518d5d · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Integrating Pre-Trained Language Model with Physical Layer Communications
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 999f98b8-8d51-4ee9-96bd-56069f80b613 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) From semantic communication to semantic-aware networking: Model, architecture, and open problems,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ea45f6ec-9ae1-40ea-a191-893df6cf302a · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic communications: Overview, open issues, and future research directions,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1a70757-c29e-427e-a03c-f301fc2877d1 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Secure semantic communications: Fundamentals and challenges,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8cd8627b-66d3-462d-89e5-d760115d2ea2 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A unified multi- task semantic communication system for multimodal data,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfa6fae4-2351-48f4-8200-cf8c67529138 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Multi-modal fusion- based multi-task semantic communication system,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9670ab18-e3c0-4d17-a7dd-c6a5aa23c518 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Multimodal and multiuser semantic communications for channel-level information fusion,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d8f355c7-38aa-48f3-8248-49a0b2e98aca · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Large AI Model Empowered Multimodal Semantic Communications
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6821a179-a8a7-490e-95b5-d0511d841e83 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Blockchain and artificial intelligence for 5G-enabled Internet of Things: Challenges, opportunities, and solutions,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1ee60807-5a69-4196-a073-cf796629bddc · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Blockchain and artificial intelligence for dynamic resource sharing in 6G and beyond,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5ef8da79-95df-423e-a81b-e75138bbccc3 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) AI and blockchain enabled future wireless networks: A survey and outlook,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7191c091-495c-476b-860d-20ced246998f · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A survey of blockchain and artificial intelligence for 6G wireless communications,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a30743c8-9135-4cb8-bd85-2ccd27213537 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 51f53391-ab84-4a4f-b3de-bfb7551c7021 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56ce09ed-4ff2-44c6-812b-bdec262012b4 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2e2fb15d-98ad-4552-a809-93885e655ae7 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Reconfiguring wireless environments 12 via intelligent surfaces for 6G: Reflection, modulation, and security,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 38716043-f45a-47e5-aff0-398e96f12e7e · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Waveforming: An overview with beamforming,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d5cae889-9bf7-4d34-b707-d80a7c6818d8 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Information security aspects of spread spectrum systems,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ff64625f-6c42-4b23-b74c-7efefa5f22a9 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Obfuscation revealed: Leveraging electromagnetic signals for obfuscated malware classification,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2183c9d0-b407-41b9-94c7-0796f52034e3 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Multi-antenna signal masking and round-trip transmission for privacy-preserving wireless sensing,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 33e2eda7-5c72-4063-8a0b-368a385b3175 · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Deep learning with differential privacy,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cd0b2acf-00fb-492e-b171-79461d5e287a · outbound
On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Wireless security through RF fingerprint- ing,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 85b6c49b-2ac5-46c5-a176-85ac00059d08 · inbound
Alternating Optimization for Joint Resource Allocation in Full-Duplex Multi-Sector Fluid Antenna-Enabled Near-Field Systems On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM)
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.