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Paper Citation Record · LEDGER

The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges

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.

pith.paper-citation-record.v1
2504.13971 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:14:01.019764Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

50 of 50 outbound references displayed

  • verified exact1
  • verified fuzzy28
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 984041bd-6479-4c5d-a96c-d1c126665b2c · outbound

This paper cites Internet of things (iot),.

The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Internet of things (iot),

Reference 1

Resolution
verified fuzzy
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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.

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Observation ae6824e4-bdef-4d52-ba3a-3c5540ea093b · outbound

This paper cites The internet of things: Mapping the value beyond the hype,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.900942Z

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.

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Observation 73499a88-8310-41c2-af92-e2076ac57b8f · outbound

This paper cites Future applications and research challenges of iot,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.886339Z

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.

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Observation b36fb25c-2a81-4a79-9015-050828fdc691 · outbound

This paper cites 6g comprehensive intelligence: network operations and optimization based on large language models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.872804Z

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.

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Observation 86388613-a1b2-4385-a6ce-24081281e1e1 · outbound

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

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.819671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.819671Z digest=sha256:b6276a690a1fe1c8d6e5c6243715eea242b8cec0a2cc30c3f706543ae4891573

Observation 75e9f416-c96e-4a9a-97f7-9733b942c250 · outbound

This paper cites Remoni: An autonomous system integrating wearables and multimodal large language models for enhanced remote health monitoring,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.858797Z

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.

source=pdf_text observed=2026-08-16T12:14:00.824464Z digest=sha256:eb278261d034c426e2c1e018634ea693af0d798b5e057470e2795e88a5047eb5

Observation 6a50526a-ea31-428e-82df-cbd5fda52f0e · outbound

This paper cites Llms and iot: A comprehensive survey on large language models and the internet of things,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.843106Z

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.

source=pdf_text observed=2026-08-16T12:14:00.829315Z digest=sha256:50eb4e6fde41122548204939ae1d1fed5317dd343bb3a3d69c5e98ba7506b10f

Observation 70d498f9-e969-497c-b36c-abb5e92ec6be · outbound

This paper cites Lgvlm-miot: A lightweight generative visual-language model for multilingual iot ap- plications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.827013Z

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.

source=pdf_text observed=2026-08-16T12:14:00.833495Z digest=sha256:2b23ef31f3f4abe89276720da39cfa0faf6f8c7bce90239af9b4043d1f80c763

Observation 114cd7ae-c3ff-4df8-b5c2-6d39f3e7ec22 · outbound

This paper cites Interfacing multi-modal ai with iot: Unlocking new frontiers,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.812542Z

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.

source=pdf_text observed=2026-08-16T12:14:00.837728Z digest=sha256:f7a45cc0cdca7a88edb47bdd7d2171e0c5f3c7987a6ec4d741863f11fbb8f5b0

Observation ff848f88-8f15-4dd6-b47a-c7779816fb14 · outbound

This paper cites A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.842050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.842050Z digest=sha256:cbfdb561bcdf37eb72f14996dda282d90637eaa5994f115d65992fe7ca3535a0

Observation 810bda45-d0d6-44c5-8734-6c58b5f2eb2c · outbound

This paper cites A review of iot convergence in healthcare and smart cities: Challenges, innovations, and future perspectives,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.797823Z

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.

source=pdf_text observed=2026-08-16T12:14:00.846492Z digest=sha256:0d7419dceb5a90631e7921bd71b91432d839cfa35ff07079fb4b643f33e4a0c3

Observation 7a091da0-094f-4f08-96c2-736d853aff79 · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.850845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.850845Z digest=sha256:6115280c6767ac7cd677ce36d06e5207adfe42246baf1555c4c0c5ab16a5b3fe

Observation 534694b5-248f-4a73-8631-01e0af17f010 · outbound

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

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.783782Z

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.

source=pdf_text observed=2026-08-16T12:14:00.855485Z digest=sha256:be996f9677a31c3d90b4f6cfad84784aaf8e4728e4d19995e1411f3aadc3f754

Observation 236ae429-1eb4-43b8-a27b-7e2ea6ef2618 · outbound

This paper cites The revolution of multimodal large language models: a survey,.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.859648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.859648Z digest=sha256:b3eacc02ff00b9bd4081e79e9d623a3844147579f89ba3e38a15aa88fa715925

Observation b964fcfe-76d6-46e2-8832-d272b2fcf388 · outbound

This paper cites From large language models to large multimodal models: A literature review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.769193Z

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.

source=pdf_text observed=2026-08-16T12:14:00.864059Z digest=sha256:b743de27a00d2c1d04d955146eebae788d22b269dbdef13341507015a1a0e85c

Observation 23b14017-9e3f-4812-b513-4d02327eb97b · outbound

This paper cites Large language models meet next-generation networking technologies: A review,.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.868429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.868429Z digest=sha256:dc4bc3f87eacc94878da39001806a705da88db0451b7b7e9757580b04ad1d052

Observation b9da2b26-e135-46aa-98ce-4985bc5c5a78 · outbound

This paper cites Multi-modal llms in agriculture: A comprehensive review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.745071Z

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.

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Observation 1e1b4f09-b420-4734-bb56-695a4fbef72b · outbound

This paper cites How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.877108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b6fbc565-8399-4728-8e58-c3caf92b32cd · outbound

This paper cites Multimodal interaction systems based on internet of things and augmented reality: A systematic literature review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.729823Z

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.

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Observation d316982f-478e-42b4-beda-6a808281d675 · outbound

This paper cites Edge intelligence: Edge computing for 5g and the internet of things,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.715241Z

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.

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Observation da02fe9b-7dfa-4035-b881-ddeb8a6fb293 · outbound

This paper cites Tiny language models for automation and control: Overview, potential applications, and future research directions,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.700179Z

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.

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Observation d832b17b-85d4-4b2d-a890-8fb0202ddbeb · outbound

This paper cites Multimodal large language model-based fault detection and diagnosis in context of industry 4.0,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.684487Z

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.

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Observation 7a44c8d3-4aee-448c-b48b-4f76be5d9aab · outbound

This paper cites Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.898614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.898614Z digest=sha256:6d1565d9c588727c9887c40701a1313cff52d207b6229ee9cab9e8e2863d478d

Observation ba240020-367c-43af-a6b4-2df8ece8d193 · outbound

This paper cites Enhanc- ing cybersecurity in critical infrastructure with llm-assisted explainable iot systems,.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.903272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d645f58d-0f10-4b8f-9cd5-d0bdc9ba3867 · outbound

This paper cites an unresolved cited work.

The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:14:01.669188Z

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.

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Observation 66e98b95-82cf-4216-9d01-0ce6cea65628 · outbound

This paper cites Innovative trends in the 6g era: A comprehensive survey of architecture, applications, technologies, and challenges,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.654049Z

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.

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Observation ff7875c0-cbc4-45b0-b36d-a0bb94ae3ed0 · outbound

This paper cites The road towards 6g: A comprehensive survey,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.639629Z

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.

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Observation 24e09d14-ad2c-444c-a165-117064199e82 · outbound

This paper cites Age-of-information for murllc over 6g multimedia wireless networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.625520Z

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.

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Observation 35990e3d-3af3-47be-8d7c-64e89afec041 · outbound

This paper cites Attention is all you need,.

The Future of Internet of Things and Multimodal Language Models in 6G Networks: Opportunities and Challenges Attention is all you need,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.924411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 667f97cd-2798-4187-96ef-2877c0802d7f · outbound

This paper cites Large language models empower multimodal integrated sensing and communication,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.602471Z

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.

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Observation 68e640e3-d3ab-4325-9956-8a6e3b3f8a91 · outbound

This paper cites How multimodal ai and iot are shaping the future of intelligence,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.587478Z

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.

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Observation 57708970-d66b-4059-abe2-9aad72a7544a · outbound

This paper cites Palm- e: an embodied multimodal language model,.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.936865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.936865Z digest=sha256:03c0e2fba9e3204b16ab2af967fe8e8429142cfdfb6bad404b27280f77706f69

Observation 8f241a97-7e9a-4418-b7d7-5747416a3a78 · outbound

This paper cites Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.940898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.940898Z digest=sha256:52f6463fbb9cd760873e14422253303f4b2bd15bcee871452706753efcf7a21a

Observation 66b5dee8-8d88-4118-995d-02cc6c836a8e · outbound

This paper cites Extended Agriculture-Vision: An Extension of a Large Aerial Image Dataset for Agricultural Pattern Analysis.

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

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Observation 6911a3c3-7b90-41e1-98a9-a45a2c8f5ce7 · outbound

This paper cites LSTM-RASA Based Agri Farm Assistant for Farmers.

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

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verified exact
local_arxiv, observed 2026-08-16T12:14:01.147998Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T12:14:00.950184Z digest=sha256:7322c589a70ae900721066ed9634db3e283ce96c287731afc1ab32d5bb510d8e

Observation 9320cba5-7262-475d-82ca-1e2e3dcd9264 · outbound

This paper cites Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events.

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

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source=pdf_text observed=2026-08-16T12:14:00.954567Z digest=sha256:f12eb5fefdb10cfe3074793916a39b3417568e38804a2e1192dc6b088aee2fe3

Observation 24719f48-22a0-4307-be79-53ef4aaf17ce · outbound

This paper cites Drive as you speak: Enabling human-like interaction with large language models in au- tonomous vehicles,.

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

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source=pdf_text observed=2026-08-16T12:14:00.959525Z digest=sha256:6da3c773f641556756ff71c7bd9f238921137a2c2b57d875713a2fe773c53b4b

Observation 97b5c414-46da-4b77-b102-beae38efba0c · outbound

This paper cites Foundation Models for CPS-IoT: Opportunities and Challenges.

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

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source=pdf_text observed=2026-08-16T12:14:00.964218Z digest=sha256:4d41291f5138866303011f984195a6e1db383106db24239ffc86111a66a7dfcc

Observation 460bfffd-eaf1-459c-8c1b-85ded7c35092 · outbound

This paper cites Model collaboration at network edge: Feature-large models for real-time iot communications,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.555676Z

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.

source=pdf_text observed=2026-08-16T12:14:00.968832Z digest=sha256:e433448a309c0d9855f2be87ce358181a4420a185b8378e8e9d98a5fdcb8e2d6

Observation d8841a65-5532-4377-b78a-d9469337b54d · outbound

This paper cites Multimodal large language models driven privacy-preserving wireless semantic communication in 6g,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.541463Z

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.

source=pdf_text observed=2026-08-16T12:14:00.972906Z digest=sha256:a2f8ee8e4d0bf32efc3708e17432781eeaeca2cb9852cd619b7bf86c6da78137

Observation 33e83eb3-f1c4-4f69-93a3-e13fc09e7f79 · outbound

This paper cites A cloud-edge collabora- tive architecture for multimodal llms-based advanced driver assistance systems in iot networks,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.524993Z

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.

source=pdf_text observed=2026-08-16T12:14:00.977135Z digest=sha256:278ec41f16ba22291068f4ec9185e8cdfb2b8ad0a6f5ae98e61b2bd907f3817b

Observation a42a83e2-904e-4b96-a4ba-f8bbbb915e97 · outbound

This paper cites When iot meet llms: Applications and challenges,.

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

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source=pdf_text observed=2026-08-16T12:14:00.982301Z digest=sha256:7b006587c8afa32feb4797ce278d41f3b4a3e4d0abe03b1f7419bcae6f38c64f

Observation 6a04d9d7-5c7e-4247-b179-c73aeec327f9 · outbound

This paper cites IoT-LM: Large Multisensory Language Models for the Internet of Things.

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

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source=pdf_text observed=2026-08-16T12:14:00.986571Z digest=sha256:5465900b32ac44662562442ded3226dd9f63ec1f2b7dc608eeed573793869239

Observation 12306c4f-119f-438e-af30-a60189f21fdd · outbound

This paper cites Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities.

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

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source=pdf_text observed=2026-08-16T12:14:00.991207Z digest=sha256:d6b689100f0c1a0f7942ba8d9130933dafeaa439cb18649340d815d84f8e8d97

Observation 49563d60-aa58-4880-9f9f-c145d1569ead · outbound

This paper cites Large language models and artificial intelligence generated content technologies meet communication networks,.

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

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raw_fallback, observed 2026-08-16T12:14:01.501187Z

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.

source=pdf_text observed=2026-08-16T12:14:00.995983Z digest=sha256:67b1161c1816385a228e6cae9b1b54d394bb23dad146d715e6a63947ba2ebbcb

Observation 56a18f8c-b274-4e40-876c-1a7134922118 · outbound

This paper cites Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices.

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

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source=pdf_text observed=2026-08-16T12:14:01.000308Z digest=sha256:b7c2d685bb205f8f99532c07237d32b902ee4538440b19f34cdb7e02ca7866c6

Observation 3c656cf9-6b78-4c11-b780-1f58b02b3d6b · outbound

This paper cites Enhancing iomt security using large multimodal models,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.486288Z

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.

source=pdf_text observed=2026-08-16T12:14:01.006083Z digest=sha256:471746f48ccb621e308054f8b4965755c24334a2785c6b2930d8e8d5a4b1cc2a

Observation 1d1dcc46-daad-4e56-883b-d4a1eedc3320 · outbound

This paper cites When machine learning meets spectrum sharing security: Methodologies and challenges,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.469912Z

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.

source=pdf_text observed=2026-08-16T12:14:01.010443Z digest=sha256:f3823d89107b77983d01f56301559bba39791ae1aee393a4aaab82e76f9263a6

Observation 62f95c84-e226-42dc-b274-d4564c8b39b5 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

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

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source=pdf_text observed=2026-08-16T12:14:01.015055Z digest=sha256:95d5003e8375ccbd00e5fda55587affc6b6c682ae0b8917000fba1840549bd42

Observation 99d2c92c-2077-470a-830f-d4a284c894b9 · outbound

This paper cites Towards provably efficient quantum algorithms for large-scale machine-learning models,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T12:14:01.455395Z

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.

source=pdf_text observed=2026-08-16T12:14:01.019764Z digest=sha256:ada1ac5b381941effab3f69da1cd919fbbbd8c16738ce96c16782a525ba89874

Pith citing papers

No inbound Pith citation observations are available.