Paper Citation Record · LEDGER

Talk with the Things: Integrating LLMs into IoT Networks

As of 7 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2507.17865.

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

pith.paper-citation-record.v1
2507.17865 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:41:53.547460Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:57:38.514144Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T09:31:06.571277Z

Reference resolution

12 of 12 outbound references displayed

verified exact2
verified fuzzy5
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a634f872-0e94-4560-98ba-878ae3dba91a · outbound

This paper cites 6TiSCH – IPv6 Enabled Open Stack IoT Network Formation: A Review,.

Talk with the Things: Integrating LLMs into IoT Networks 6TiSCH – IPv6 Enabled Open Stack IoT Network Formation: A Review,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:41:53.749749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4ad754bf-aa43-445f-b2ed-4386f2d3bd27 · outbound

This paper cites When IoT Meet LLMs: Applications and Challenges.

Talk with the Things: Integrating LLMs into IoT Networks When IoT Meet LLMs: Applications and Challenges

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T14:41:52.601873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a7fa2ad-93ad-42cf-a772-8df66a0d32a9 · outbound

This paper cites Guiding IoT-Based Healthcare Alert Systems with Large Language Models,.

Talk with the Things: Integrating LLMs into IoT Networks Guiding IoT-Based Healthcare Alert Systems with Large Language Models,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:41:53.740105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3106b533-c93f-43b1-b09f-226df86aa844 · outbound

This paper cites Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities,.

Talk with the Things: Integrating LLMs into IoT Networks Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:41:53.731253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 47ca7b54-5024-422a-91ef-53546d06812d · outbound

This paper cites IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models,.

Talk with the Things: Integrating LLMs into IoT Networks IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T14:41:53.106558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 408b8514-f7ca-4b4a-b205-3e7c3535fbb5 · outbound

This paper cites Meeting the Requirements of Internet of Things: The Promise of Edge Computing,.

Talk with the Things: Integrating LLMs into IoT Networks Meeting the Requirements of Internet of Things: The Promise of Edge Computing,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:41:53.723682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 90f68ece-a384-40f0-9440-ee1397987b9a · outbound

This paper cites Semantic Communications Based on Adaptive Generative Models and Information Bottleneck,.

Talk with the Things: Integrating LLMs into IoT Networks Semantic Communications Based on Adaptive Generative Models and Information Bottleneck,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:41:53.715571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eb23ee24-5149-44ac-bf72-bfe95662501c · outbound

This paper cites Large Language Models (LLMs) for Semantic Communication in Edge-based IoT Networks.

Talk with the Things: Integrating LLMs into IoT Networks Large Language Models (LLMs) for Semantic Communication in Edge-based IoT Networks

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:41:53.595043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa227686-dcdc-4bac-8eed-b18d06f9526c · outbound

This paper cites Large Language Models in the IoT Ecosystem -- A Survey on Security Challenges and Applications.

Talk with the Things: Integrating LLMs into IoT Networks Large Language Models in the IoT Ecosystem -- A Survey on Security Challenges and Applications

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T14:41:53.466456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12bd54fc-1104-4050-8ee8-3b2e331110ae · outbound

This paper cites On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation.

Talk with the Things: Integrating LLMs into IoT Networks On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T14:41:53.544917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf6a4c23-7a1d-468b-b268-886d1dad7942 · outbound

This paper cites EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive Layer Tuning and Voting.

Talk with the Things: Integrating LLMs into IoT Networks EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive Layer Tuning and Voting

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:41:53.572491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 814743d4-9b66-4bf6-a957-6fba6b1bbfc7 · outbound

This paper cites Guiding IoT-Based Healthcare Alert Systems with Large Language Models.

Talk with the Things: Integrating LLMs into IoT Networks Guiding IoT-Based Healthcare Alert Systems with Large Language Models

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T14:41:53.701236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 187fc816-afab-4440-ad74-b7177edf7f9a · inbound

Policy-Aware Edge LLM-RAG Framework for Internet of Battlefield Things Mission Orchestration cites this paper.

Policy-Aware Edge LLM-RAG Framework for Internet of Battlefield Things Mission Orchestration Talk with the Things: Integrating LLMs into IoT Networks

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:31:06.576797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.