Pith. sign in

Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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
raw_fallback, observed 2026-08-16T12:14:01.915815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.800640Z digest=sha256:12d5113eefe7a54c474b27a7b25eef5de76915548093d7708ec1bb2cb99b5a23

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.806033Z digest=sha256:5ec9e31d56c60ec212c19fea6d2d1510ecb36c601d224d2bfdbf19604648e984

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.810712Z digest=sha256:e609abdc2de52a6e2ad264dfbefcc919a01609decd5540a79167f9a320ca9f55

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.815074Z digest=sha256:48dbc3cd127d7bec99fde8dfdea843dd2629c950621d76b8087e05585cebf77a

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:b2b51d8f5334761cd8a82844790941eb0d230420e379a9aecde5c1e6887eec6e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.824464Z digest=sha256:bc5ccf112847224d608a5f47041dcb5a8366e5b48416bf0bdb05dd26514cc7dc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.829315Z digest=sha256:4891f935a0318d6e2d44105374c957ebbfceabb052726d85b928bf748258e63c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.833495Z digest=sha256:60bea88d8aecc9a314f6ec0ab7ace7a72c18cc184599636afa77fe042d5645c3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.837728Z digest=sha256:c44f9ae7f03228dba594352b3590762c3e4bc07a2818c77bfb2e50c4070a5c95

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=sha256:5b9c76bb866a427f33395fcfbae6815a1b70017265896c43cb53da5c616c5122

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.846492Z digest=sha256:da023815d536fc726eb5e07946912c78d90b2e97e11e49a45187ffe1fb478f73

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=sha256:273f30d390c6ca9563461d12eb2add62df3da44c24c1835fa883cdc2d31971ab

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.855485Z digest=sha256:9e2acd45a3129ecc2b2158110b781dbd08a36a276fa255d62db02ef53113a8e8

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=sha256:2fddb50ea575f7dd4db1b887e4bb4e74b98e833dc5b2aaa9b4bd0382e92161c5

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.864059Z digest=sha256:ebdc7765f4385572c0e2e55131635231e4787beeb97263743abdd8411a5cb8b8

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:b84f97e9286b7e65e66d7c79808991fa2881630e593111720cf1489b4ee571f0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.872928Z digest=sha256:0d6d25af0937f91df93d96ae2686e590eea45a28a0e9618fed301746ef80e85e

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.

source=pdf_text observed=2026-08-16T12:14:00.877108Z digest=sha256:ca639eb7fee16387bda34f3e1cc2d21d85944fde0ced4e51a1e923f4553dbc63

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.881587Z digest=sha256:ad135133b4c11c5c2244be1bda8c4071e3980cc15dcc466eb436a51011ccfa7d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.885854Z digest=sha256:dbbbd58c455c6b67df8e4e67400b21348ae821889935ba72d1fd27d19656ac3d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.890038Z digest=sha256:5a194955df5b23aab3a0eb48bb1cc07acdc6395b46036e2832302ac9c41f299d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.894266Z digest=sha256:955639c849083c0f1a066fb3e417143057c3ae6290930eece9ca81521fa42dae

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:d43ef309009c741a2f62af224c1d6dce7d1d2d171296c14be8dd6583cfa8a574

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.

source=pdf_text observed=2026-08-16T12:14:00.903272Z digest=sha256:7192649b0c41c68c962939699ace93eef5fbfdf892619fa8d77d2026bcc635c9

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.907417Z digest=sha256:aa4d302f1282925fb6a994f47b6c4b2cddef2f9ef5632cb247bfedd74c6022c1

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.911642Z digest=sha256:22ca467cd1b69d096ce723628ae352d7bdb63b5b9827dfb20dcfe8a3e02fa19b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.915995Z digest=sha256:421696cfc4f2525405f3bd9171d723593b60917d685d67dfdcc9939e3ef94d1a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.920153Z digest=sha256:fcd66424d3d4bf829e6271b6a35d29a8c5233c1ddd01cd2e7030c0dc42f49405

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.

source=pdf_text observed=2026-08-16T12:14:00.924411Z digest=sha256:c0f7622ef8c2eb275bca370291c41a6e1e756f4e42f45c2be58bfee5a33d3cd8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.928637Z digest=sha256:07b89593931cfc5542df03320220a5a729e2e1a880773eb6e1e9688a5ab3425e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.932671Z digest=sha256:d6c8ea209db370715f9443e9c67bdb4466157fcbf783742649be53fa524dcc4d

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=sha256:6a728696694dea5cb660052e8bc0c225cd80e8df235c89804ff9a30b3748a906

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=sha256:8a9556d531f02e22863ab9d7ecb7024b03a72c2441925646e0a4e5a6554168b2

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.945532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.945532Z digest=sha256:47fb4bd2d399261572920e098118f50d69f92ad976a80aeec66f51e664005044

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.950184Z digest=sha256:744589cff6b86ad541059314ee483c179c1e6fea2f41efe3af2b45220ad33352

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.954567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.954567Z digest=sha256:4a34a396cff0550ea5c0dcaa06162d4648cd80597c0b035635294dc83cdd698f

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.959525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.959525Z digest=sha256:53a112afc0ba5b0da6a4896d39c01d0fde9480e06b832c5df684b0e8402d873d

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.964218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.964218Z digest=sha256:b938c41108376524c35f4bb4ee5e5a60aa785fa162b23bafd09841d2f184574f

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.968832Z digest=sha256:5ac44e2a2fb2f87855794109972f8eb198850ac870230a791d1fbda33d8ec488

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.972906Z digest=sha256:9a98ed399b311dd38a0bb9124f0f19e58bc333cebdd1ae9e9e654ceea57c3717

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.977135Z digest=sha256:0aef2f64a67ce0de297b89c96f2e1d52f57320b8613cb85a8dd3a60970269480

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.982301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.982301Z digest=sha256:809ba67fbaeb35cac8bdfa0d3bf1b70b25d3570a3dd0d261836c41863d4c5b06

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.986571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.986571Z digest=sha256:30fcc2973f73818f9ce2f9dc687f48f44f88f194ddc5747dbcc4cdbee7171999

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:00.991207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:00.991207Z digest=sha256:e16b67a94020ab745d9026a13cab7750fd5a9676c4f8062e95bafe2a8f167fd1

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:00.995983Z digest=sha256:9369a54954a264a82bd2088d38ed74b201efc12d3625d92d941379a7584980d0

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:01.000308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:01.000308Z digest=sha256:9a9ab3f5497f3f9c6de3e4bf84616c812f05bee8862263c428887563573e4e50

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:01.006083Z digest=sha256:df31cf9ee0031710ddaa3ff3956efb5353c4348b635342f2f51603ee032342a6

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:01.010443Z digest=sha256:37497d177ebe2c36174a57042230a3e8f9c94ca10f0811d963344eda5e0a7bee

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:14:01.015055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:14:01.015055Z digest=sha256:1d69e2549571cc87a91f41a6285924241aace6b9444f2e24a537f1b65dea6d75

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:14:01.019764Z digest=sha256:99b338f08e23d29fcde7f2d7835ef30a0dd2efe76be3d56eabbcf814255095f7

Pith citing papers

No inbound Pith citation observations are available.