Paper Citation Record · LEDGER

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications

As of 19 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 3 inbound Pith citation observations for arXiv:2505.18194.

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

pith.paper-citation-record.v1
2505.18194 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:23.422544Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

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

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:48:19.218538Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T14:47:03.926480Z

Reference resolution

35 of 35 outbound references displayed

verified exact1
verified fuzzy24
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c5f9fbc2-ee11-4c22-bbfa-9ceccd7cb463 · outbound

This paper cites Role of sensing and computer vision in 6G wireless communications,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Role of sensing and computer vision in 6G wireless communications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:28.687880Z

Source-reported events for the cited work

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

Observation 15ebc181-89b1-43be-b5ac-28d37e58b021 · outbound

This paper cites mmrotation: Unlocking versatility of a single mmwave radar via horizontal mobility and azimuthal rotation,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications mmrotation: Unlocking versatility of a single mmwave radar via horizontal mobility and azimuthal rotation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:28.278663Z

Source-reported events for the cited work

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

Observation c17eb371-1a46-4a46-a209-a1068784400e · outbound

This paper cites SIMAC: A Semantic-Driven Integrated Multimodal Sensing And Communication Framework.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications SIMAC: A Semantic-Driven Integrated Multimodal Sensing And Communication Framework

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:20.305718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e3b6766-cf03-442f-8a4f-5a05cd6a4abd · outbound

This paper cites Security challenges in internet of vehicles (IoV) for its: A survey,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Security challenges in internet of vehicles (IoV) for its: A survey,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:28.013397Z

Source-reported events for the cited work

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

Observation a5526c8a-439b-48c6-a0f0-2bb8a1ca7248 · outbound

This paper cites Fusegrasp: Radar-camera fusion for robotic grasping of transparent objects,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Fusegrasp: Radar-camera fusion for robotic grasping of transparent objects,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:27.647850Z

Source-reported events for the cited work

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

Observation 5a9fdb23-f817-45ee-93ed-39fda2c90c4b · outbound

This paper cites Line-of-sight probability and holding distance in non- terrestrial networks,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Line-of-sight probability and holding distance in non- terrestrial networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:27.491937Z

Source-reported events for the cited work

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

Observation b3cbe799-b1d9-4ab7-a1b5-f02211dc2ad1 · outbound

This paper cites Non-line-of-sight identification and mitigation using received signal strength,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Non-line-of-sight identification and mitigation using received signal strength,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:27.137268Z

Source-reported events for the cited work

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

Observation 72b988b7-6abb-4af7-a693-56d95aa495de · outbound

This paper cites Sensing-communication-computing integrated resource allocation for AI-empowered trustworthy iot,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Sensing-communication-computing integrated resource allocation for AI-empowered trustworthy iot,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:26.854446Z

Source-reported events for the cited work

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

Observation 9270b700-5c40-4d94-a941-c280f4cbcda4 · outbound

This paper cites Collaborative sensing in internet of things: A comprehensive survey,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Collaborative sensing in internet of things: A comprehensive survey,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:20.984917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3deb6cf-d181-4f9e-8ce3-bd490cacd585 · outbound

This paper cites Large AI model-based semantic communications,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Large AI model-based semantic communications,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:21.067441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3af3179e-12fc-4844-8968-120846333bf5 · outbound

This paper cites Large language model enhanced multi-agent systems for 6G communications,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Large language model enhanced multi-agent systems for 6G communications,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:26.389983Z

Source-reported events for the cited work

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

Observation 0b409174-d6b0-48cd-9fbf-063f5841d89b · outbound

This paper cites Semantic communications: Overview, open issues, and future research directions,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Semantic communications: Overview, open issues, and future research directions,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:21.281184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddb24b4c-5462-499a-83d3-d150b4ea55ab · outbound

This paper cites Semantic communication systems for speech transmission,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Semantic communication systems for speech transmission,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:26.222925Z

Source-reported events for the cited work

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

Observation 9b21ab44-6e52-4ed0-b8d1-14920e206e99 · outbound

This paper cites Large AI model empowered multimodal semantic communications,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Large AI model empowered multimodal semantic communications,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:26.121588Z

Source-reported events for the cited work

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

Observation e0b8e63e-1885-4a90-a3f5-4da673690b88 · outbound

This paper cites Semantic communication with memory,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Semantic communication with memory,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:26.002267Z

Source-reported events for the cited work

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

Observation 38a951d8-d033-418b-85a9-3b6739997231 · outbound

This paper cites Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:21.746652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8177eaf9-83a2-4e4d-b893-576afa954bcf · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:21.823775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68b18ac4-22a2-490e-acb9-3bb307f07681 · outbound

This paper cites When large language model agents meet 6G networks: Perception, grounding, and alignment,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications When large language model agents meet 6G networks: Perception, grounding, and alignment,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.866163Z

Source-reported events for the cited work

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

Observation e933ba36-b343-4604-a135-0320ce730cfe · outbound

This paper cites Genesis: A universal and generative physics engine for robotics and beyond,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Genesis: A universal and generative physics engine for robotics and beyond,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:21.962735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0958b30-2228-4f44-bd67-75db3c3d2941 · outbound

This paper cites Metasens- ing: Intelligent metasurface assisted rf 3d sensing by deep reinforcement learning,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Metasens- ing: Intelligent metasurface assisted rf 3d sensing by deep reinforcement learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.727817Z

Source-reported events for the cited work

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

Observation 117983d7-646b-4977-bd57-1500e3feb89e · outbound

This paper cites Real- time rf sensing for the early identification and management of respiratory health,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Real- time rf sensing for the early identification and management of respiratory health,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.584377Z

Source-reported events for the cited work

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

Observation dd206f73-7d6e-4dbd-a23f-863bfdc0d875 · outbound

This paper cites Semantic com- munications with computer vision sensing for edge video transmission,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Semantic com- munications with computer vision sensing for edge video transmission,

Reference 22

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:42:23.764798Z

Source-reported events for the cited work

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

Observation 684196cc-1b86-4dd0-9837-00b2ca649420 · outbound

This paper cites Computer vision- based bridge inspection and monitoring: A review,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Computer vision- based bridge inspection and monitoring: A review,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.454008Z

Source-reported events for the cited work

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

Observation 1f4eadfd-f77e-47a2-a875-f049102c3260 · outbound

This paper cites Real-time volumetric perception for unmanned surface vehicles through fusion of radar and camera,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Real-time volumetric perception for unmanned surface vehicles through fusion of radar and camera,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.318017Z

Source-reported events for the cited work

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

Observation 83b721b4-64b3-49d1-836a-47dd286a9b74 · outbound

This paper cites Deep multimodal learning: Merging sensory data for massive mimo channel prediction,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Deep multimodal learning: Merging sensory data for massive mimo channel prediction,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.167216Z

Source-reported events for the cited work

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

Observation 8229e11a-ac6f-4347-8243-2eb2df0159b5 · outbound

This paper cites Millimeter-wave radar and vision fusion-based semantic simultaneous localization and mapping,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Millimeter-wave radar and vision fusion-based semantic simultaneous localization and mapping,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:25.040498Z

Source-reported events for the cited work

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

Observation 926685d1-b395-41bb-9331-0416c29f8e60 · outbound

This paper cites Edge collaborative com- pressed sensing in wireless sensor networks for mechanical vibration monitoring,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Edge collaborative com- pressed sensing in wireless sensor networks for mechanical vibration monitoring,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:24.897314Z

Source-reported events for the cited work

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

Observation bffb6997-4cd4-4f94-ab27-42f064201df8 · outbound

This paper cites Cloud-edge–terminal collaboration-enabled device-free sensing under class-imbalance condi- tions,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Cloud-edge–terminal collaboration-enabled device-free sensing under class-imbalance condi- tions,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:24.750452Z

Source-reported events for the cited work

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

Observation 40410760-0064-4d7c-a987-7907ea43b6b5 · outbound

This paper cites Federated sensing: Edge-cloud elastic collaborative learning for intelligent sensing,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Federated sensing: Edge-cloud elastic collaborative learning for intelligent sensing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:24.547949Z

Source-reported events for the cited work

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

Observation 63ba1046-a88b-4942-9c61-014fc2f30d7a · outbound

This paper cites Edge- assisted collaborative perception against jamming and interference in vehicular networks,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Edge- assisted collaborative perception against jamming and interference in vehicular networks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:24.394933Z

Source-reported events for the cited work

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

Observation cc42e5ee-82ff-41de-988d-54d69581dfa6 · outbound

This paper cites Large Generative Model Assisted 3D Semantic Communication.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Large Generative Model Assisted 3D Semantic Communication

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:23.012852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef56350f-a7d3-4611-9a33-d27762af62e2 · outbound

This paper cites A convnet for the 2020s,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications A convnet for the 2020s,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:24.153204Z

Source-reported events for the cited work

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

Observation 272f7ea5-3d38-4d80-a2c1-0e688834ca44 · outbound

This paper cites Bidirectional lstm with attention mechanism and convolutional layer for text classification,.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Bidirectional lstm with attention mechanism and convolutional layer for text classification,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:23.975523Z

Source-reported events for the cited work

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

Observation 7194346a-ff4a-4831-8a9b-83b4b0810872 · outbound

This paper cites The Llama 3 Herd of Models.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications The Llama 3 Herd of Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:23.339846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1ece92-1373-4b5b-b911-edb21e77b942 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications Lora: Low-rank adaptation of large language models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:23.422544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9cd570cd-63bf-4f8a-ab99-0a3dfcf4d7ad · inbound

A Camera-Cooperative ISAC Framework for Multimodal Non-Cooperative UAVs Sensing cites this paper.

A Camera-Cooperative ISAC Framework for Multimodal Non-Cooperative UAVs Sensing Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:11:08.852147Z

Source-reported events for the cited work

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

Observation d9557e2f-c48a-4fef-91a7-f780959e25f1 · inbound

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy cites this paper.

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-07-02T14:47:03.928106Z

Source-reported events for the cited work

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

Observation 73eb551a-decd-4918-901c-723db217e952 · inbound

Semantic-Aided Iterative Decoding for Uplink Non-Orthogonal Transmission cites this paper.

Semantic-Aided Iterative Decoding for Uplink Non-Orthogonal Transmission Large Language Model-Driven Distributed Integrated Multimodal Sensing and Semantic Communications

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T00:48:19.218538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.