Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:14:01.019764Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2504.13971.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:14:01.019764Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 984041bd-6479-4c5d-a96c-d1c126665b2c · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Internet of things (iot),
Reference 1
Source-reported events for the cited work
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Observation ae6824e4-bdef-4d52-ba3a-3c5540ea093b · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges The internet of things: Mapping the value beyond the hype,
Reference 2
Source-reported events for the cited work
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Observation 73499a88-8310-41c2-af92-e2076ac57b8f · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Future applications and research challenges of iot,
Reference 3
Source-reported events for the cited work
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Observation b36fb25c-2a81-4a79-9015-050828fdc691 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges 6g comprehensive intelligence: network operations and optimization based on large language models,
Reference 4
Source-reported events for the cited work
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Observation 86388613-a1b2-4385-a6ce-24081281e1e1 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities
Reference 5
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Observation 75e9f416-c96e-4a9a-97f7-9733b942c250 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Remoni: An autonomous system integrating wearables and multimodal large language models for enhanced remote health monitoring,
Reference 6
Source-reported events for the cited work
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Observation 6a50526a-ea31-428e-82df-cbd5fda52f0e · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Llms and iot: A comprehensive survey on large language models and the internet of things,
Reference 7
Source-reported events for the cited work
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Observation 70d498f9-e969-497c-b36c-abb5e92ec6be · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Lgvlm-miot: A lightweight generative visual-language model for multilingual iot ap- plications,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 114cd7ae-c3ff-4df8-b5c2-6d39f3e7ec22 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Interfacing multi-modal ai with iot: Unlocking new frontiers,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ff848f88-8f15-4dd6-b47a-c7779816fb14 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions
Reference 10
Source-reported events for the cited work
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Observation 810bda45-d0d6-44c5-8734-6c58b5f2eb2c · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges A review of iot convergence in healthcare and smart cities: Challenges, innovations, and future perspectives,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7a091da0-094f-4f08-96c2-736d853aff79 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges MM-LLMs: Recent Advances in MultiModal Large Language Models
Reference 12
Source-reported events for the cited work
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Observation 534694b5-248f-4a73-8631-01e0af17f010 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Mobile edge intelligence for large language models: A contemporary survey,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 236ae429-1eb4-43b8-a27b-7e2ea6ef2618 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges The revolution of multimodal large language models: a survey,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b964fcfe-76d6-46e2-8832-d272b2fcf388 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges From large language models to large multimodal models: A literature review,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 23b14017-9e3f-4812-b513-4d02327eb97b · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Large language models meet next-generation networking technologies: A review,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9da2b26-e135-46aa-98ce-4985bc5c5a78 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Multi-modal llms in agriculture: A comprehensive review,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1e1b4f09-b420-4734-bb56-695a4fbef72b · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6fbc565-8399-4728-8e58-c3caf92b32cd · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Multimodal interaction systems based on internet of things and augmented reality: A systematic literature review,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d316982f-478e-42b4-beda-6a808281d675 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Edge intelligence: Edge computing for 5g and the internet of things,
Reference 20
Source-reported events for the cited work
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Observation da02fe9b-7dfa-4035-b881-ddeb8a6fb293 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Tiny language models for automation and control: Overview, potential applications, and future research directions,
Reference 21
Source-reported events for the cited work
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Observation d832b17b-85d4-4b2d-a890-8fb0202ddbeb · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Multimodal large language model-based fault detection and diagnosis in context of industry 4.0,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7a44c8d3-4aee-448c-b48b-4f76be5d9aab · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges
Reference 23
Source-reported events for the cited work
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Observation ba240020-367c-43af-a6b4-2df8ece8d193 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Enhanc- ing cybersecurity in critical infrastructure with llm-assisted explainable iot systems,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d645f58d-0f10-4b8f-9cd5-d0bdc9ba3867 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 66e98b95-82cf-4216-9d01-0ce6cea65628 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Innovative trends in the 6g era: A comprehensive survey of architecture, applications, technologies, and challenges,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ff7875c0-cbc4-45b0-b36d-a0bb94ae3ed0 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges The road towards 6g: A comprehensive survey,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 24e09d14-ad2c-444c-a165-117064199e82 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Age-of-information for murllc over 6g multimedia wireless networks,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 35990e3d-3af3-47be-8d7c-64e89afec041 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Attention is all you need,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 667f97cd-2798-4187-96ef-2877c0802d7f · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Large language models empower multimodal integrated sensing and communication,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 68e640e3-d3ab-4325-9956-8a6e3b3f8a91 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges How multimodal ai and iot are shaping the future of intelligence,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 57708970-d66b-4059-abe2-9aad72a7544a · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Palm- e: an embodied multimodal language model,
Reference 32
Source-reported events for the cited work
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Observation 8f241a97-7e9a-4418-b7d7-5747416a3a78 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges
Reference 33
Source-reported events for the cited work
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Observation 66b5dee8-8d88-4118-995d-02cc6c836a8e · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Extended Agriculture-Vision: An Extension of a Large Aerial Image Dataset for Agricultural Pattern Analysis
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6911a3c3-7b90-41e1-98a9-a45a2c8f5ce7 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges LSTM-RASA Based Agri Farm Assistant for Farmers
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9320cba5-7262-475d-82ca-1e2e3dcd9264 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events
Reference 36
Source-reported events for the cited work
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Observation 24719f48-22a0-4307-be79-53ef4aaf17ce · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Drive as you speak: Enabling human-like interaction with large language models in au- tonomous vehicles,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97b5c414-46da-4b77-b102-beae38efba0c · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Foundation Models for CPS-IoT: Opportunities and Challenges
Reference 38
Source-reported events for the cited work
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Observation 460bfffd-eaf1-459c-8c1b-85ded7c35092 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Model collaboration at network edge: Feature-large models for real-time iot communications,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d8841a65-5532-4377-b78a-d9469337b54d · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Multimodal large language models driven privacy-preserving wireless semantic communication in 6g,
Reference 40
Source-reported events for the cited work
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Observation 33e83eb3-f1c4-4f69-93a3-e13fc09e7f79 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges A cloud-edge collabora- tive architecture for multimodal llms-based advanced driver assistance systems in iot networks,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a42a83e2-904e-4b96-a4ba-f8bbbb915e97 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges When iot meet llms: Applications and challenges,
Reference 42
Source-reported events for the cited work
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Observation 6a04d9d7-5c7e-4247-b179-c73aeec327f9 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges IoT-LM: Large Multisensory Language Models for the Internet of Things
Reference 43
Source-reported events for the cited work
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Observation 12306c4f-119f-438e-af30-a60189f21fdd · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49563d60-aa58-4880-9f9f-c145d1569ead · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Large language models and artificial intelligence generated content technologies meet communication networks,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 56a18f8c-b274-4e40-876c-1a7134922118 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c656cf9-6b78-4c11-b780-1f58b02b3d6b · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Enhancing iomt security using large multimodal models,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1d1dcc46-daad-4e56-883b-d4a1eedc3320 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges When machine learning meets spectrum sharing security: Methodologies and challenges,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 62f95c84-e226-42dc-b274-d4564c8b39b5 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges The Power of Scale for Parameter-Efficient Prompt Tuning
Reference 49
Source-reported events for the cited work
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Observation 99d2c92c-2077-470a-830f-d4a284c894b9 · outbound
The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Towards provably efficient quantum algorithms for large-scale machine-learning models,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
No inbound Pith citation observations are available.