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Paper Citation Record · LEDGER

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM)

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.

pith.paper-citation-record.v1
2412.02538 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:24:48.743721Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T19:44:11.639335Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T19:48:53.618255Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact1
  • verified fuzzy42
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9943408c-3bf7-4029-adfd-52dbb92f6129 · outbound

This paper cites Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.791720Z

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.

source=pdf_text observed=2026-08-11T23:24:48.455414Z digest=sha256:68263450b7bbd649e2c5c6152d446a4547bdfda3407d257e2d13152fba6b64f1

Observation 9de224ab-6e5f-4ff2-a100-082238436c69 · outbound

This paper cites Artificial intelligence-powered decentralized framework for internet of things in healthcare 4.0,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.776125Z

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.

source=pdf_text observed=2026-08-11T23:24:48.460883Z digest=sha256:eb4211d4d0b080dd3b16995a4b357bca0543233e4c45020dbd63cf24be9f511e

Observation de62e910-709a-4a1b-8538-e6007e3ab6ed · outbound

This paper cites AI empowered communication systems for intelligent transportation systems,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) AI empowered communication systems for intelligent transportation systems,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.758028Z

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.

source=pdf_text observed=2026-08-11T23:24:48.465959Z digest=sha256:d7d86c5343b28613bad6eb7dd92427bba5f1e7a3c57d5a8d5ad4df9210906d83

Observation 99adc0c4-a7aa-4ca2-ada0-17b2269abf3c · outbound

This paper cites Big AI models for 6G wireless networks: Opportunities, challenges, and research directions,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.742238Z

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.

source=pdf_text observed=2026-08-11T23:24:48.470933Z digest=sha256:96c8207d907b34bdfb752abbd1d39722d921ca8623eaa3246afa3237dc5b6318

Observation b611be19-f028-40a8-9953-55de0c867b0d · outbound

This paper cites Guest editorial: Sustainable big AI model for wireless networks,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Guest editorial: Sustainable big AI model for wireless networks,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.726066Z

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.

source=pdf_text observed=2026-08-11T23:24:48.476080Z digest=sha256:b3880ecbeda7c5e9d6c6eca266ac797c1c3cefe232a9993f2e35c3610422db61

Observation d6f9c16e-49de-410d-b75f-2d7c8676a1ae · outbound

This paper cites Implementation of big AI models for wireless networks with collaborative edge computing,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.711011Z

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.

source=pdf_text observed=2026-08-11T23:24:48.480989Z digest=sha256:40ed551c72e4d83cb933bd97e94f50bb921ebd04229ff4a8615802c4f0c94297

Observation 289f89d6-570e-476d-bd80-0e3d6f6dbc08 · outbound

This paper cites A survey on internet of things: Architecture, enabling technologies, security and privacy, and applications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.695895Z

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.

source=pdf_text observed=2026-08-11T23:24:48.486274Z digest=sha256:fb84cf3559d388b2698f3dc9e1145f75b33d070d8b504eafbd7f46d03a9f1a42

Observation 7183ffe6-5b9b-4080-9d98-cd1eeeff6c0c · outbound

This paper cites Federated learning with differential privacy: Algorithms and performance analysis,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Federated learning with differential privacy: Algorithms and performance analysis,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.491485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.491485Z digest=sha256:7314d0711157104a798a2b4a54d192d166a7f7948c7f2bee40391eb22d6e8a49

Observation 0e9bc703-cf51-43c2-ae56-fc1e101330e5 · outbound

This paper cites Binarizing split learning for data privacy enhancement and computation reduction,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Binarizing split learning for data privacy enhancement and computation reduction,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.668963Z

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.

source=pdf_text observed=2026-08-11T23:24:48.496193Z digest=sha256:046ec55a58cd4f08e5722e100345b9cc639624aa7f0109ae66441257318834a6

Observation 887eb0c5-7502-4073-8311-087f1f5f2ac3 · outbound

This paper cites Ethical framework for artificial intelligence and digital technologies,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Ethical framework for artificial intelligence and digital technologies,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.653792Z

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.

source=pdf_text observed=2026-08-11T23:24:48.500792Z digest=sha256:63fd0f639e76362c0ad2d63593456d47556b98876325d0240b460fb1d11884cd

Observation a410dc81-9b10-4b37-b8ca-494248ed783a · outbound

This paper cites A joint learning and communications framework for federated learning over wireless networks,.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.505467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.505467Z digest=sha256:2cf8904524d36bb0a49a7396e518c55819dbf390e4661c710a8e66c3a57f8135

Observation 17592c50-97cc-4c75-99a9-31c20427ff4e · outbound

This paper cites Federated learning for 6G: Applications, challenges, and opportunities,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Federated learning for 6G: Applications, challenges, and opportunities,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.628442Z

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.

source=pdf_text observed=2026-08-11T23:24:48.510739Z digest=sha256:e9658065f4a9371c31d782c5e3b32c713db8cb84567a6632d2efd13c7864e574

Observation c033565d-3ad8-4ac1-b847-06691a7064e6 · outbound

This paper cites Joint communication and learn- ing design of differential privacy for federated learning over multi-cell networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.610377Z

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.

source=pdf_text observed=2026-08-11T23:24:48.515210Z digest=sha256:d3f1b47565a662ec45f16d93ff435e8a6e91030e36ac057b74d8f936ba787afd

Observation 73d25961-b674-4091-9a71-a28ec9353e0a · outbound

This paper cites SplitFed: When federated learning meets split learning,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) SplitFed: When federated learning meets split learning,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.592871Z

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.

source=pdf_text observed=2026-08-11T23:24:48.519852Z digest=sha256:9079576a236e9b8784c26b3717020f0fb7cd2ee47f47c63bd6989649a9608919

Observation 7314b5ef-cedf-4883-93c0-a6b163d4d767 · outbound

This paper cites Unleashing the tiger: Inference attacks on split learning,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unleashing the tiger: Inference attacks on split learning,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.576218Z

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.

source=pdf_text observed=2026-08-11T23:24:48.524377Z digest=sha256:aa874edd950f3963d6774a7dd568a47b52034a6550175e24d24ff300d9ae9c6a

Observation 6ae7317a-b92e-4300-9488-a2172adcbba2 · outbound

This paper cites Energy efficient federated learning over wireless communication networks,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Energy efficient federated learning over wireless communication networks,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.560439Z

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.

source=pdf_text observed=2026-08-11T23:24:48.529137Z digest=sha256:3a7c49b56c738ae35d2a1e74c2f7d6cb6a717ccc55c76c09b9dfbb642eb59430

Observation 06bf10b0-a022-41de-97e8-2e87cf931748 · outbound

This paper cites Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.545012Z

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.

source=pdf_text observed=2026-08-11T23:24:48.534033Z digest=sha256:f62fa7cd81afcb04646ca8704e2f2b04d2e56c68916c9cd7f9cb1b8cec392ff5

Observation 43bc75a1-5168-4fa5-acb2-c9ace9abd55e · outbound

This paper cites Joint privacy en- hancement and quantization in federated learning,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Joint privacy en- hancement and quantization in federated learning,

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.538762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.538762Z digest=sha256:15d4ffae0596cd9e48e8291f9074843f63bd3314c6693dfd0e386edf6a8792b2

Observation 1ea8d369-08d9-44bf-8268-ef6e7c92c8b9 · outbound

This paper cites Privacy-encoded federated learning against gradient-based data reconstruction attacks,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Privacy-encoded federated learning against gradient-based data reconstruction attacks,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.518917Z

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.

source=pdf_text observed=2026-08-11T23:24:48.543557Z digest=sha256:e6787a26ce8f5cbb05020141965dd85805516a3f03ea5df9c8645bf8d5c18af0

Observation 9e9b8918-4018-46d9-abe3-4691a2d20283 · outbound

This paper cites Secure federated learning with fully homomorphic encryption for iot communications,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Secure federated learning with fully homomorphic encryption for iot communications,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.548189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.548189Z digest=sha256:9799fadf89feaa321fa8ca5be9f45e7cc680ee798f22b1521cf8435af82574ed

Observation 85ef880c-f55f-4972-ad82-70454286383b · outbound

This paper cites The semantic communication game,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) The semantic communication game,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.492315Z

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.

source=pdf_text observed=2026-08-11T23:24:48.552689Z digest=sha256:56bdac578cd5c97ff22c82887fc8a05237be3a3e5af0961fbc71347f7bf9de95

Observation b5422529-3640-4967-8787-d087c28e250e · outbound

This paper cites A joint communication and computation design for semantic wireless communication with probability graph,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.475993Z

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.

source=pdf_text observed=2026-08-11T23:24:48.557049Z digest=sha256:7f8d92fd4a58ae28acfec9098d66c97982965ba8f671d40e9e9dfa41f4c40b34

Observation 33e5f755-c0a5-41d0-8f0d-5f11da9df2b0 · outbound

This paper cites Toward semantic communications: Deep learning-based image semantic coding,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Toward semantic communications: Deep learning-based image semantic coding,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.457567Z

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.

source=pdf_text observed=2026-08-11T23:24:48.561343Z digest=sha256:c35a3dc1c9a47cadff40e990055f4196e21df35599b0e1123bd1c6bf3dcc1310

Observation a8bc835c-f6d7-4658-adc0-2ee65ef4ac65 · outbound

This paper cites Representation and fusion based on knowledge graph in multi-modal semantic communication,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.441761Z

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.

source=pdf_text observed=2026-08-11T23:24:48.566001Z digest=sha256:741362b3130801e0e5b058853329163747c10df34228307b8c4255ca4da1d947

Observation 5b750797-c4b5-473e-9a43-c78b2e9abf47 · outbound

This paper cites Semantic communication system based on semantic slice models propagation,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic communication system based on semantic slice models propagation,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.426130Z

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.

source=pdf_text observed=2026-08-11T23:24:48.570805Z digest=sha256:4832ea9a3c9b01edfc92db002a5f1c8e3f6c9872b963970be3bb814449cc9a9e

Observation 3aca3b55-90de-414f-bb62-b24e3fbaf57e · outbound

This paper cites Joint urllc traffic scheduling and resource allocation for semantic communication systems,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.410132Z

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.

source=pdf_text observed=2026-08-11T23:24:48.575583Z digest=sha256:5dce2d96b4811a9aaa402f5f1cc28012800b9a0ef778154c2aaec2a58a030944

Observation bfc71acf-2189-4ad6-b941-d0f72ecf1802 · outbound

This paper cites A joint communication and computation design for distributed RISs assisted probabilistic semantic communication in IIoT,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.394545Z

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.

source=pdf_text observed=2026-08-11T23:24:48.580735Z digest=sha256:838cad850d4a73faa429684c1a8200616af2d59227f24ad048bc11a35d9d8ba9

Observation 152c8728-22ef-4068-b34a-ffd27ff51165 · outbound

This paper cites Deep learning enabled semantic communication systems,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Deep learning enabled semantic communication systems,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.585872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.585872Z digest=sha256:968668cdc45f5a10706689e6058e72b37d9462e5dd22a2b8d1a1211f6bf9c064

Observation 7d8b5613-775e-43ff-b98b-79029178b36c · outbound

This paper cites Wireless image re- trieval at the edge,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Wireless image re- trieval at the edge,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.367789Z

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.

source=pdf_text observed=2026-08-11T23:24:48.590646Z digest=sha256:7681d06afc4dda87df0b8f51f5f77df1c98eb240c9864bfd52b69944cb8b88b9

Observation 10cdd04b-522f-4b43-9a1d-031e2b7bc1d7 · outbound

This paper cites Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.351891Z

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.

source=pdf_text observed=2026-08-11T23:24:48.595108Z digest=sha256:f3532ca1fb677ad7ee99710e3bd0954af578ab35930e3ff0a124c3dfae83ad71

Observation 634c699b-6401-466b-873a-4237bdca378f · outbound

This paper cites Semantic communication meets edge intelligence,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic communication meets edge intelligence,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.599594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.599594Z digest=sha256:43ef4fdf60294e4c9b4416db7aad002b3cabb216e67a78e27c706a358c563f4d

Observation 84847890-1e98-4350-84fb-59c859d393ab · outbound

This paper cites Energy efficient semantic communication over wireless networks with rate splitting,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Energy efficient semantic communication over wireless networks with rate splitting,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.603976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.603976Z digest=sha256:4ac59d549cc994c4aac353b69aa577b62d2514758b4c72a0a2ad847834dcafd6

Observation e2002f1c-d5c0-4ffe-a558-423a5a90f065 · outbound

This paper cites A joint communication and computation design for probabilistic semantic com- munications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.313381Z

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.

source=pdf_text observed=2026-08-11T23:24:48.608870Z digest=sha256:a3b4db2f38bc0058d099236698a9c88282886b27e2d91bee7624bb431bf87a8c

Observation 84f690ef-51ff-4e31-b036-1bc3185951b4 · outbound

This paper cites Learning task-oriented communication for edge inference: An information bottleneck approach,.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.613564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.613564Z digest=sha256:9eb466d83c403fee344ebc740eb8d7274aac86eb565de9c28c9a09eedcca4149

Observation 25b79a1c-9ee7-43f8-8cdb-249dbcb38be6 · outbound

This paper cites Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing,.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.618049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.618049Z digest=sha256:43217cc2b33d0c19be9a86c894bd7bddbabb1ea12340b5cfc186f886768a73b6

Observation 18f7a43b-68c7-44a7-a399-bd0ae6a22c32 · outbound

This paper cites The information bottleneck method,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) The information bottleneck method,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.277482Z

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.

source=pdf_text observed=2026-08-11T23:24:48.623654Z digest=sha256:7a626c82f038b38c5cad05e96511f2985bd21caab92eeef8e7d6e58926c4239b

Observation ca809411-cf36-4ee0-8171-f6b2eec4b0cf · outbound

This paper cites Semantic importance-aware communications using pre-trained language models,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic importance-aware communications using pre-trained language models,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.260830Z

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.

source=pdf_text observed=2026-08-11T23:24:48.628416Z digest=sha256:9909daf678cd283d1e0714d0731e21d2dabddb649c4b7838dfc7ae6fcd720d22

Observation bd2297da-190f-47d8-835c-b3b476518d5d · outbound

This paper cites Integrating Pre-Trained Language Model with Physical Layer Communications.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Integrating Pre-Trained Language Model with Physical Layer Communications

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:24:48.933026Z

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.

source=pdf_text observed=2026-08-11T23:24:48.632924Z digest=sha256:bfca61eca1aea4b29bb77023d8066c3f2675b7a269966da50a02999166e38628

Observation 999f98b8-8d51-4ee9-96bd-56069f80b613 · outbound

This paper cites From semantic communication to semantic-aware networking: Model, architecture, and open problems,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.242447Z

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.

source=pdf_text observed=2026-08-11T23:24:48.638244Z digest=sha256:c66b5c84b7d3f6c29fc3604f8f1403d193b79d4d81c82ef23c3d26928144568f

Observation ea45f6ec-9ae1-40ea-a191-893df6cf302a · outbound

This paper cites Semantic communications: Overview, open issues, and future research directions,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Semantic communications: Overview, open issues, and future research directions,

Reference 40

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unresolved
no resolver link, observed 2026-08-11T23:24:48.642847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.642847Z digest=sha256:0db5aca8f1488ff4cc23a0d9caca1219e09193ba813b6b499a12980a07d97eda

Observation a1a70757-c29e-427e-a03c-f301fc2877d1 · outbound

This paper cites Secure semantic communications: Fundamentals and challenges,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Secure semantic communications: Fundamentals and challenges,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.215556Z

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.

source=pdf_text observed=2026-08-11T23:24:48.647238Z digest=sha256:df9cab05f00b0921903a9bde12f6cffc9a1471d13577744981f80340aee15d9c

Observation 8cd8627b-66d3-462d-89e5-d760115d2ea2 · outbound

This paper cites A unified multi- task semantic communication system for multimodal data,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) A unified multi- task semantic communication system for multimodal data,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.651963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.651963Z digest=sha256:b4eb88a344967196a2c14eda51310817230d29a6663b274ba650706914ec116d

Observation dfa6fae4-2351-48f4-8200-cf8c67529138 · outbound

This paper cites Multi-modal fusion- based multi-task semantic communication system,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Multi-modal fusion- based multi-task semantic communication system,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.656642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.656642Z digest=sha256:a498177bb9f68337e7d8fa0cfbe173ed9d8712230de106f3ae124207c137d5ae

Observation 9670ab18-e3c0-4d17-a7dd-c6a5aa23c518 · outbound

This paper cites Multimodal and multiuser semantic communications for channel-level information fusion,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Multimodal and multiuser semantic communications for channel-level information fusion,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.186896Z

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.

source=pdf_text observed=2026-08-11T23:24:48.662006Z digest=sha256:612ebcdb7bf890e0e453263841442cba9316777e49965e31b3907866d2a57d07

Observation d8f355c7-38aa-48f3-8248-49a0b2e98aca · outbound

This paper cites Large AI Model Empowered Multimodal Semantic Communications.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Large AI Model Empowered Multimodal Semantic Communications

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.667601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.667601Z digest=sha256:891fc41448be3b996b7e0b6f60c806a983855a0241dc6f139c2a82c074c83bf1

Observation 6821a179-a8a7-490e-95b5-d0511d841e83 · outbound

This paper cites Blockchain and artificial intelligence for 5G-enabled Internet of Things: Challenges, opportunities, and solutions,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.165139Z

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.

source=pdf_text observed=2026-08-11T23:24:48.673183Z digest=sha256:2dccabf86ee12c38868f178b023767195b77560567a231975051f8f5ba8029ca

Observation 1ee60807-5a69-4196-a073-cf796629bddc · outbound

This paper cites Blockchain and artificial intelligence for dynamic resource sharing in 6G and beyond,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.148899Z

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.

source=pdf_text observed=2026-08-11T23:24:48.678324Z digest=sha256:16fe1db3ac7ed967ea59e5adc90cd2420fdb7e7073c510241a22fb01272e72bc

Observation 5ef8da79-95df-423e-a81b-e75138bbccc3 · outbound

This paper cites AI and blockchain enabled future wireless networks: A survey and outlook,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.132542Z

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.

source=pdf_text observed=2026-08-11T23:24:48.685302Z digest=sha256:8f571b92757ccbe5a5bdcce41f0bc28de04f5d9eaa284d2f5c77f9fd33468a97

Observation 7191c091-495c-476b-860d-20ced246998f · outbound

This paper cites A survey of blockchain and artificial intelligence for 6G wireless communications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.116759Z

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.

source=pdf_text observed=2026-08-11T23:24:48.691838Z digest=sha256:c2f9e266a8d2eb7caffb52c3c096c839ea8f20f3cb816419ea6e7fd9fd0b7a04

Observation a30743c8-9135-4cb8-bd85-2ccd27213537 · outbound

This paper cites an unresolved cited work.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:24:49.100179Z

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.

source=pdf_text observed=2026-08-11T23:24:48.696977Z digest=sha256:8f4b8d268eeba471e12e6cee01a133d79e1ab4162bc9d05739f5dc584d2eb18f

Observation 51f53391-ab84-4a4f-b3de-bfb7551c7021 · outbound

This paper cites an unresolved cited work.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T23:24:48.701992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:24:48.701992Z digest=sha256:a1338cd131a6a4f18d298615322eed1b71a655a90a6542c6b7d05d021b3a2d63

Observation 56ce09ed-4ff2-44c6-812b-bdec262012b4 · outbound

This paper cites an unresolved cited work.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:24:49.072911Z

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.

source=pdf_text observed=2026-08-11T23:24:48.707465Z digest=sha256:49d106843ce599839243554321851400becd0f3d3dba682dee4b7e7841b8c508

Observation 2e2fb15d-98ad-4552-a809-93885e655ae7 · outbound

This paper cites Reconfiguring wireless environments 12 via intelligent surfaces for 6G: Reflection, modulation, and security,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.046876Z

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.

source=pdf_text observed=2026-08-11T23:24:48.713669Z digest=sha256:9107a01e36ca18dfa9eca831be413320c59db230cf16dbf9d74b31c07f3090da

Observation 38716043-f45a-47e5-aff0-398e96f12e7e · outbound

This paper cites Waveforming: An overview with beamforming,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Waveforming: An overview with beamforming,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.031543Z

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.

source=pdf_text observed=2026-08-11T23:24:48.719048Z digest=sha256:2938c8f04a4a3078717f1828422d65bcf61909c8d6ec0d6536a97ea78aa52e4e

Observation d5cae889-9bf7-4d34-b707-d80a7c6818d8 · outbound

This paper cites Information security aspects of spread spectrum systems,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Information security aspects of spread spectrum systems,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:49.014850Z

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.

source=pdf_text observed=2026-08-11T23:24:48.724118Z digest=sha256:b82cc81511aa5ed7d5c9c9e3c1fc4881d470304fac29a9c308a30862a94eb79e

Observation ff64625f-6c42-4b23-b74c-7efefa5f22a9 · outbound

This paper cites Obfuscation revealed: Leveraging electromagnetic signals for obfuscated malware classification,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Obfuscation revealed: Leveraging electromagnetic signals for obfuscated malware classification,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:48.998093Z

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.

source=pdf_text observed=2026-08-11T23:24:48.729031Z digest=sha256:a7f4ad987cc32b5e1905a0fe21b9c020a565b704d9408272fa28ab7ad4067a62

Observation 2183c9d0-b407-41b9-94c7-0796f52034e3 · outbound

This paper cites Multi-antenna signal masking and round-trip transmission for privacy-preserving wireless sensing,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:48.981900Z

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.

source=pdf_text observed=2026-08-11T23:24:48.733612Z digest=sha256:b26c34fb6e06fb0656d9e46dd5d551d0903d176125cda439478de5a4216dbff3

Observation 33e2eda7-5c72-4063-8a0b-368a385b3175 · outbound

This paper cites Deep learning with differential privacy,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Deep learning with differential privacy,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:48.965086Z

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.

source=pdf_text observed=2026-08-11T23:24:48.738487Z digest=sha256:fce4e85e472f127fa23d2c8d36e863215534374f347ff6581a7df931d17389bb

Observation cd0b2acf-00fb-492e-b171-79461d5e287a · outbound

This paper cites Wireless security through RF fingerprint- ing,.

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM) Wireless security through RF fingerprint- ing,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:24:48.949875Z

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.

source=pdf_text observed=2026-08-11T23:24:48.743721Z digest=sha256:f084c552e8f1d7963e1bb256c09f0ae91a2d09cd624c6cbe0b28382a1596ea60

Pith citing papers

Observation 85b6c49b-2ac5-46c5-a176-85ac00059d08 · inbound

Alternating Optimization for Joint Resource Allocation in Full-Duplex Multi-Sector Fluid Antenna-Enabled Near-Field Systems cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-07-03T19:48:53.620061Z

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.

source=pdf_text observed=2026-07-03T19:44:11.639335Z digest=sha256:79188589cdd89466957f48261ab492e2fc16cfbc54f54560adbca1971c6bf542