Paper Citation Record · LEDGER

Edge Large AI Models: Collaborative Deployment and IoT Applications

As of 22 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2505.03139.

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

pith.paper-citation-record.v1
2505.03139 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:01:28.552510Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:16:14.640309Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:16:15.955785Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy14
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e73ce72a-318a-48af-af44-f8fbd451e9f8 · outbound

This paper cites Unleashing the power of edge-cloud generative AI in mobile networks: A survey of AIGC services,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Unleashing the power of edge-cloud generative AI in mobile networks: A survey of AIGC services,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.864675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dc717593-086a-44b1-a497-26996b73748f · outbound

This paper cites TelecomGPT: A framework to build telecom-specfic large language models,.

Edge Large AI Models: Collaborative Deployment and IoT Applications TelecomGPT: A framework to build telecom-specfic large language models,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.846033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ebaf1fdb-26bb-46a3-9d76-f9090a9aaac0 · outbound

This paper cites Overview of AI and communication for 6G network: Fundamentals, challenges, and future research opportunities,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Overview of AI and communication for 6G network: Fundamentals, challenges, and future research opportunities,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.827307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b87b9580-a3c1-4b24-b357-f4ad382ac055 · outbound

This paper cites Edge artificial intelligence for 6G: Vision, enabling technologies, and applications,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Edge artificial intelligence for 6G: Vision, enabling technologies, and applications,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.808624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d599963-82ee-4e45-83ee-a33fc02dd044 · outbound

This paper cites Federated edge learning for 6G: Foundations, methodolo- gies, and applications,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Federated edge learning for 6G: Foundations, methodolo- gies, and applications,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.786810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation add22087-5985-459c-bff0-60c9c5162ed2 · outbound

This paper cites Federated fine-tuning for pre-trained foundation models over wireless networks,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Federated fine-tuning for pre-trained foundation models over wireless networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.766626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5cd88e4f-b950-4d2a-9a66-2008b0eca177 · outbound

This paper cites Industrial internet of things with large language models (LLMs): an intelligence-based reinforcement learning approach,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Industrial internet of things with large language models (LLMs): an intelligence-based reinforcement learning approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.738302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cf0973b4-4b58-4439-a981-922944016ce7 · outbound

This paper cites Microservice-oriented service placement for mobile edge computing in sustainable internet of vehicles,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Microservice-oriented service placement for mobile edge computing in sustainable internet of vehicles,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.717805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a81c907d-4a0c-462a-ae1e-ea8fee7321a4 · outbound

This paper cites The roadmap to 6G: AI empowered wireless networks,.

Edge Large AI Models: Collaborative Deployment and IoT Applications The roadmap to 6G: AI empowered wireless networks,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:28.523691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 355339e8-da30-4d01-bbd2-3b3e6fab3cae · outbound

This paper cites LLMind: Orchestrating AI and IoT with LLM for complex task execution,.

Edge Large AI Models: Collaborative Deployment and IoT Applications LLMind: Orchestrating AI and IoT with LLM for complex task execution,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.691780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ec3158d4-e9d8-4a30-92fe-45dc7b561d56 · outbound

This paper cites Toward scalable generative AI via mixture of experts in mobile edge networks,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Toward scalable generative AI via mixture of experts in mobile edge networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.676290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3eb5dc07-a001-4cef-bce7-ddbc70ec9de6 · outbound

This paper cites Mobile edge intelligence for large language models: A contemporary survey,.

Edge Large AI Models: Collaborative Deployment and IoT Applications Mobile edge intelligence for large language models: A contemporary survey,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.656399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5445c622-a1fe-4d26-9660-291791617c4f · outbound

This paper cites A survey on trustworthy edge intelligence: From secu- rity and reliability to transparency and sustainability,.

Edge Large AI Models: Collaborative Deployment and IoT Applications A survey on trustworthy edge intelligence: From secu- rity and reliability to transparency and sustainability,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.640345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b93d8481-c425-4200-bd0b-e6e794ddf475 · outbound

This paper cites GAN and multi-agent DRL based decentralized traffic light signal control,.

Edge Large AI Models: Collaborative Deployment and IoT Applications GAN and multi-agent DRL based decentralized traffic light signal control,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.613779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 86032918-2395-4d0f-ac9e-95131351ec87 · outbound

This paper cites A survey on integrated sensing, communication, and computation,.

Edge Large AI Models: Collaborative Deployment and IoT Applications A survey on integrated sensing, communication, and computation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:28.594671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 759c929d-8059-4ad9-9378-39e4ac998146 · inbound

Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration cites this paper.

Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration Edge Large AI Models: Collaborative Deployment and IoT Applications

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:16:15.958338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.