Paper Citation Record · LEDGER

Intent-Based Network for RAN Management with Large Language Models

As of 19 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 3 inbound Pith citation observations for arXiv:2507.14230.

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

pith.paper-citation-record.v1
2507.14230 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:42:00.900528Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:52:06.108443Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T16:52:06.347894Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy13
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 47885fe9-6f89-43eb-9f49-8d736cd722e9 · outbound

This paper cites A survey on open radio access networks: Challenges, research directions, and open source approaches,.

Intent-Based Network for RAN Management with Large Language Models A survey on open radio access networks: Challenges, research directions, and open source approaches,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:02.653084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 228edd72-f566-42e3-b797-2ac8b5d17e6a · outbound

This paper cites A survey on intent-based networking,.

Intent-Based Network for RAN Management with Large Language Models A survey on intent-based networking,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:02.520514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 085980cd-9025-4ff2-b4af-93cc23db5419 · outbound

This paper cites Intent driven management.

Intent-Based Network for RAN Management with Large Language Models Intent driven management

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:02.414786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 48f690d2-73d5-423b-bc95-2c31ce550816 · outbound

This paper cites Intent- Based Networking - Concepts and Definitions,.

Intent-Based Network for RAN Management with Large Language Models Intent- Based Networking - Concepts and Definitions,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:02.302375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c5485d9e-ccb3-4634-b814-c8b0de573224 · outbound

This paper cites Tm forum introductory guide autonomous networks tech- nical architecture;,.

Intent-Based Network for RAN Management with Large Language Models Tm forum introductory guide autonomous networks tech- nical architecture;,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:02.212873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 94a10e32-6456-4186-aed8-5487c31ff9d2 · outbound

This paper cites Open RAN Security Report,.

Intent-Based Network for RAN Management with Large Language Models Open RAN Security Report,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:02.089416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8adf6d06-88c6-4164-a7ce-8984b15077eb · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Intent-Based Network for RAN Management with Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:00.414872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9592b25-6d86-4f74-aa81-843632a7fc80 · outbound

This paper cites Large language models for software engineering: Survey and open problems,.

Intent-Based Network for RAN Management with Large Language Models Large language models for software engineering: Survey and open problems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.977656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f8ae4477-60d5-445f-8114-45bb717d8f46 · outbound

This paper cites Applying routenet and lstm to achieve network automation: An intent-based networking approach,.

Intent-Based Network for RAN Management with Large Language Models Applying routenet and lstm to achieve network automation: An intent-based networking approach,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.792254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b063e51d-e342-4159-97f0-d6a26359ee53 · outbound

This paper cites Towards intent-based network management for the 6g system adopting multimodal generative ai,.

Intent-Based Network for RAN Management with Large Language Models Towards intent-based network management for the 6g system adopting multimodal generative ai,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.626483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5b8825e2-3460-4adf-9ccf-a5cef912f57c · outbound

This paper cites Intent-based networking: Current advances, open challenges, and future directions,.

Intent-Based Network for RAN Management with Large Language Models Intent-based networking: Current advances, open challenges, and future directions,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.503559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80e04140-a66c-49e7-a8ca-0761cfd8e824 · outbound

This paper cites Design and implementation of next-generation research platforms,.

Intent-Based Network for RAN Management with Large Language Models Design and implementation of next-generation research platforms,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.349619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 41eb6285-54a1-4c8c-bc7e-0548e6e43fa0 · outbound

This paper cites langgraph.

Intent-Based Network for RAN Management with Large Language Models langgraph

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.196488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f9f2f50a-8e62-4f5a-b158-ab43725bba2e · outbound

This paper cites Lte; 5g; management and orchestration; intent driven man- agement services for mobile networks (3gpp ts 28.312 version 18.6.0 release 18),.

Intent-Based Network for RAN Management with Large Language Models Lte; 5g; management and orchestration; intent driven man- agement services for mobile networks (3gpp ts 28.312 version 18.6.0 release 18),

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:42:01.051981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 76e9fc38-9782-4808-8360-beab36cb2992 · inbound

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network cites this paper.

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network Intent-Based Network for RAN Management with Large Language Models

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:52:06.355133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f418bf23-5d88-4377-9e2c-5ccfa6c86689 · inbound

Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning cites this paper.

Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Intent-Based Network for RAN Management with Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T00:10:22.170468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 366bfd30-bb15-4d2f-b631-82e1470ebdce · inbound

Agentic-V2X: Small Language Model Agents for Deadline-Aware V2X Scheduling in 5G/6G Networks cites this paper.

Agentic-V2X: Small Language Model Agents for Deadline-Aware V2X Scheduling in 5G/6G Networks Intent-Based Network for RAN Management with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T20:20:49.433107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.