Paper Citation Record · LEDGER

Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2503.04184.

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

pith.paper-citation-record.v1
2503.04184 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:59:15.787468Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T04:19:33.479551Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 44eb4bde-20e1-46dd-888c-15aed3a9df7d · inbound

Dynamical Multimodal Fusion with Mixture-of-Experts for Localizations cites this paper.

Dynamical Multimodal Fusion with Mixture-of-Experts for Localizations Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:59:15.787468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27453e94-c8b3-492c-83d6-f1296f1dc34e · inbound

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation cites this paper.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:30.470435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 061b180e-7464-4e81-8b1a-c4a65163affe · inbound

Agentic AI in 6G Software Businesses: A Layered Maturity Model cites this paper.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.152014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a190d4ac-d119-460e-bbc5-c26495750251 · inbound

DeepTelecom: A Digital-Twin Deep Learning Dataset for Channel and MIMO Applications cites this paper.

DeepTelecom: A Digital-Twin Deep Learning Dataset for Channel and MIMO Applications Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T18:32:00.176272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350f4dc4-b52d-41ee-afa0-7cbb5ab04091 · inbound

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial cites this paper.

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 242

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:32.438796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bba5ac78-3194-4d88-abeb-c2eed432f721 · inbound

Sovereign AI for 6G: Towards the Future of AI-Native Networks cites this paper.

Sovereign AI for 6G: Towards the Future of AI-Native Networks Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T23:15:29.721682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eeda781-5a29-4e09-b2fb-2f8095b6f4df · inbound

Telecom World Models: Unifying Digital Twins, Foundation Models, and Predictive Planning for 6G cites this paper.

Telecom World Models: Unifying Digital Twins, Foundation Models, and Predictive Planning for 6G Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:30:54.619905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1d0faca8-5749-4cdc-9e03-86192a813399 · inbound

Robust Hybrid Beamforming with Liquid Crystal Antennas and Liquid Neural Networks cites this paper.

Robust Hybrid Beamforming with Liquid Crystal Antennas and Liquid Neural Networks Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:06:05.277344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f4348a90-f8e1-474e-aced-bda2de428c8e · inbound

TeleCom-Bench: How Far Are Large Language Models from Industrial Telecommunication Applications? cites this paper.

TeleCom-Bench: How Far Are Large Language Models from Industrial Telecommunication Applications? Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:28:14.650528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0da61c05-efa5-4ac9-ab97-e8267f51a7e8 · inbound

Towards Resilient and Autonomous Networks: A BlueSky Vision on AI-Native 6G cites this paper.

Towards Resilient and Autonomous Networks: A BlueSky Vision on AI-Native 6G Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-21T04:19:33.481982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.