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Paper Citation Record · LEDGER

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions

As of 8 August 2026, this Paper Citation Record lists 100 of 266 outbound references and 1 inbound Pith citation observation for arXiv:2601.13289.

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

pith.paper-citation-record.v1
2601.13289 v2

Coverage vector

measured 100 of 266 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:39:06.987646Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:17:02.991678Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 266 outbound references displayed

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  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86b8d437-9b15-414a-b69c-e1025b6a588e · outbound

This paper cites Underwater Marine IoT Market Research Report: By Application,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Underwater Marine IoT Market Research Report: By Application,

Reference 1

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Observation d01ebfdf-847c-418d-8c98-229e0e8e2b1b · outbound

This paper cites Toward the Internet of Underwater Things: Recent Developments and Future Challenges,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Toward the Internet of Underwater Things: Recent Developments and Future Challenges,

Reference 2

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source=pdf_text observed=2026-08-03T09:38:57.316065Z digest=sha256:fcb645d8a6250d72aca64b4d76dd07ce18b7cd6fe7596108d926f3f16434a3df

Observation 9118c688-e686-409f-a53c-5e76d5c6018e · outbound

This paper cites Toward communication optimization for future underwater networking: A survey of reinforcement learning-based approaches,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Toward communication optimization for future underwater networking: A survey of reinforcement learning-based approaches,

Reference 3

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Observation 612115a9-03eb-40d1-8ff1-f4a6e93d206e · outbound

This paper cites Environment- and Energy-Aware AUV-Assisted Data Collection for the Internet of Underwater Things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Environment- and Energy-Aware AUV-Assisted Data Collection for the Internet of Underwater Things,

Reference 4

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source=pdf_text observed=2026-08-03T09:38:57.668025Z digest=sha256:b3b0de37ad796b9d41619b946e52830cb9edbd345799f3f43c043f9a2724fc9b

Observation 02d55437-09be-43ad-9673-4d5cd8b572bf · outbound

This paper cites Underwa- ter optical wireless communications, networking, and localization: A survey,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Underwa- ter optical wireless communications, networking, and localization: A survey,

Reference 5

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source=pdf_text observed=2026-08-03T09:38:57.823255Z digest=sha256:470bc34ed51909b1ca98671490e479860364c8805b56aa8e52bc49dbd1b49680

Observation b500ae2c-0eb7-456f-b79e-24f167c15ab9 · outbound

This paper cites Toward Effective and Interpretable Semantic Communications,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Toward Effective and Interpretable Semantic Communications,

Reference 6

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Observation 893c0042-4690-4d26-a72a-1883fdbfa99d · outbound

This paper cites Implicit codebook-based noise resilient underwater digital semantic communication system,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Implicit codebook-based noise resilient underwater digital semantic communication system,

Reference 7

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source=pdf_text observed=2026-08-03T09:38:58.057414Z digest=sha256:c7928a29b8c431ddabed00d0fc63a19cb59e568398695b76eb2ef623a0981f70

Observation e611878d-c2d2-4379-a391-27b4419b4b61 · outbound

This paper cites An Underwater Acoustic Semantic Communication Approach to Underwa- ter Image Transmission,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions An Underwater Acoustic Semantic Communication Approach to Underwa- ter Image Transmission,

Reference 8

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Observation 19fd9463-f442-4ee1-ade1-a216a0a1e8c2 · outbound

This paper cites Semantic communication based on large language model for under- water image transmission,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic communication based on large language model for under- water image transmission,

Reference 9

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source=pdf_text observed=2026-08-03T09:38:58.262838Z digest=sha256:694a172639281006d9b778c552cda748860a8fd41c58a04bcfef682b4aeabc56

Observation 185a58c6-a409-4ab0-854a-9e6b1e8df53b · outbound

This paper cites AquaIntellect: A Semantic Self-learning Framework for Underwater Internet of Things Connectivity,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions AquaIntellect: A Semantic Self-learning Framework for Underwater Internet of Things Connectivity,

Reference 10

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source=pdf_text observed=2026-08-03T09:38:58.384661Z digest=sha256:4f834d3468edb51cdf2d6375482905252daeb5275fb11f6e269a019c2a22ae9a

Observation 26a3725e-19e9-4596-91af-de3a515dbacc · outbound

This paper cites Optimizing underwater connectivity through multi-attribute decision- making for underwater iot deployments using remote sensing technolo- gies,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Optimizing underwater connectivity through multi-attribute decision- making for underwater iot deployments using remote sensing technolo- gies,

Reference 11

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Observation 0e8baf4f-ef39-4784-8790-268abe4b2857 · outbound

This paper cites Deep Learning Enabled Semantic Communication Systems,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Deep Learning Enabled Semantic Communication Systems,

Reference 12

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Observation bc41740e-abce-40ff-90d0-578290472d6f · outbound

This paper cites Semantic segmentation of underwater images based on improved deeplab,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic segmentation of underwater images based on improved deeplab,

Reference 13

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Observation ce48af1e-5e16-4197-ba0c-b892f3675177 · outbound

This paper cites Experimental Simulations of Uunderwater Acoustic Semantic Communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Experimental Simulations of Uunderwater Acoustic Semantic Communication,

Reference 14

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Observation 202689a0-652e-448d-a8cd-707ec7382094 · outbound

This paper cites A Semantic- Oriented Approach for Underwater Wireless Communications using Generative AI,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A Semantic- Oriented Approach for Underwater Wireless Communications using Generative AI,

Reference 15

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Observation 5ab5c35c-f82a-4cdc-b241-27fa52875c4d · outbound

This paper cites VimSC: Robust Underwater Acoustic Image Semantic Communication Based on Vision Mamba Model,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions VimSC: Robust Underwater Acoustic Image Semantic Communication Based on Vision Mamba Model,

Reference 16

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source=pdf_text observed=2026-08-03T09:38:59.092656Z digest=sha256:09e664a91c39ee47d9d8e67baebc15801c1332c3aa19d1ea92945d3f38f827dd

Observation 974073ae-a69d-416e-8fb1-f44686cb26bf · outbound

This paper cites Seanet: Semantic enhancement and amplification for underwater object detection in complex visual scenarios,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Seanet: Semantic enhancement and amplification for underwater object detection in complex visual scenarios,

Reference 17

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Observation 69b514f3-7ae0-42b5-b045-1eae0120ebcd · outbound

This paper cites Generative Semantic Communication: Architectures, Technologies, and Applications.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Generative Semantic Communication: Architectures, Technologies, and Applications

Reference 18

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Observation 2f3e2e61-9634-4d08-adf5-eb5cc00a39a2 · outbound

This paper cites On the Resilience of Underwater Semantic Wireless Communications.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions On the Resilience of Underwater Semantic Wireless Communications

Reference 19

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source=pdf_text observed=2026-08-03T09:38:59.556644Z digest=sha256:1ff2033daaa2b674d177fa626161aee903573f1988c90cf28c43835f503fca8f

Observation d3ef845e-1fe1-4ccb-a660-870a7dcbb79b · outbound

This paper cites Semantics-Empowered Space-Air-Ground-Sea Integrated Network: New Paradigm, Frameworks, and Challenges,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantics-Empowered Space-Air-Ground-Sea Integrated Network: New Paradigm, Frameworks, and Challenges,

Reference 20

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Observation 715b4234-da5b-435b-ad2a-daa8176c6d66 · outbound

This paper cites Isac-enabled underwater iot network localization: Overcoming asynchrony, mobility, and stratification issues,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Isac-enabled underwater iot network localization: Overcoming asynchrony, mobility, and stratification issues,

Reference 21

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Observation 5147837f-dd4c-44c8-83ba-78d86c75ef8f · outbound

This paper cites Empower network to comprehend: Semantic guided and attention fusion gan for underwater image enhancement,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Empower network to comprehend: Semantic guided and attention fusion gan for underwater image enhancement,

Reference 22

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Observation 5ba8dcea-31b2-4328-84ee-5dca18910f72 · outbound

This paper cites A mathematical theory of communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A mathematical theory of communication,

Reference 23

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source=pdf_text observed=2026-08-03T09:38:59.931489Z digest=sha256:7bc19dcaab4a294d703b8995a7ea0cec6f1b6ba14af11b86919854d8a2b93b4f

Observation a0740472-11b2-4dea-a492-085df44bfa78 · outbound

This paper cites Less data, more knowledge: Building next-generation semantic communication networks,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Less data, more knowledge: Building next-generation semantic communication networks,

Reference 24

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Observation 4da63801-b927-4dfe-8bb2-1590a3755563 · outbound

This paper cites Vision of iout: Advances and future trends in optical wireless communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Vision of iout: Advances and future trends in optical wireless communication,

Reference 25

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Observation 398716be-8230-4224-8d29-f8c23315e285 · outbound

This paper cites The potential of deep learning in underwater wireless sensor networks and noise canceling for the effective monitoring of aquatic life,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions The potential of deep learning in underwater wireless sensor networks and noise canceling for the effective monitoring of aquatic life,

Reference 26

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Observation ee9c5306-7102-4308-9759-1eb152fe20f6 · outbound

This paper cites Optimal relay placement in magnetic induction-based internet of underwater things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Optimal relay placement in magnetic induction-based internet of underwater things,

Reference 27

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Observation 023e7990-582f-4848-b260-46be039864dc · outbound

This paper cites Recent advances, future trends, applications and challenges of internet of underwater things (iout): A comprehensive review,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Recent advances, future trends, applications and challenges of internet of underwater things (iout): A comprehensive review,

Reference 28

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source=pdf_text observed=2026-08-03T09:39:00.377051Z digest=sha256:ea5cfdf3b5dac2ecceb2de7e87ad99cd00000f44b4e06b73b81af3f5cb57f284

Observation 4dd23130-568f-4de7-8ce8-f60b8647de9e · outbound

This paper cites Review on semantic modeling and simulation of cybersecurity and interoperability on the internet of underwater things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Review on semantic modeling and simulation of cybersecurity and interoperability on the internet of underwater things,

Reference 29

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Observation 48b587e6-4eb1-43f5-88d2-58bc9477945b · outbound

This paper cites Underwater internet of things in smart ocean: System architecture and open issues,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Underwater internet of things in smart ocean: System architecture and open issues,

Reference 30

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source=pdf_text observed=2026-08-03T09:39:00.559413Z digest=sha256:3974253db9b5ffd9c78da77111d5e2b4c4290b6ae2edc2ca99ef94b036c6ace6

Observation cc9d2a9d-4dc3-4d25-a2c8-af4a958378d7 · outbound

This paper cites Bayesian multidimensional scaling for location awareness in hybrid-internet of underwater things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Bayesian multidimensional scaling for location awareness in hybrid-internet of underwater things,

Reference 31

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Observation 32bbc210-10a4-4e59-bd7c-be46f0759af7 · outbound

This paper cites A comprehensive study on the internet of underwater things: Applications, challenges, and solutions,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A comprehensive study on the internet of underwater things: Applications, challenges, and solutions,

Reference 32

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Observation c82d69fe-f331-420c-bdab-a32702e8b512 · outbound

This paper cites Hybrid underwater localization communication framework for blockchain enabled iot-underwater acoustic sensor net- work,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Hybrid underwater localization communication framework for blockchain enabled iot-underwater acoustic sensor net- work,

Reference 33

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Observation 340ff465-bc52-47ba-be87-4cf0cc53964c · outbound

This paper cites Effect of link misalignment in the optical-internet of underwater things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Effect of link misalignment in the optical-internet of underwater things,

Reference 34

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Observation 997fadd7-d9ed-427c-bb70-f700f6e9267e · outbound

This paper cites A Semantic-Oriented Federated Learning for Hybrid Ground–Aqua Computing Systems,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A Semantic-Oriented Federated Learning for Hybrid Ground–Aqua Computing Systems,

Reference 35

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Observation 6e846677-4697-4498-9841-386c985196bf · outbound

This paper cites Internet of underwater things infrastructure: A shared underwater acoustic communication layer scheme for real-world underwater acoustic experiments,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Internet of underwater things infrastructure: A shared underwater acoustic communication layer scheme for real-world underwater acoustic experiments,

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Observation c4c37c3d-c9fc-4330-a3c7-df5b015fe15a · outbound

This paper cites Towards semantic modeling and simulation of cybersecurity on the internet of underwater things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Towards semantic modeling and simulation of cybersecurity on the internet of underwater things,

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Observation f76b426c-50b8-4615-bda4-97801185c83e · outbound

This paper cites Design of a turbo-based deep semantic autoencoder for marine internet of things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Design of a turbo-based deep semantic autoencoder for marine internet of things,

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Observation 6ab8142d-7de5-42d0-9c29-9e003e860e8e · outbound

This paper cites Federated learning for semantic communication based on cnns and transformer,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Federated learning for semantic communication based on cnns and transformer,

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Observation 9e16a733-4cfd-497f-b91a-bf43c11f3f1e · outbound

This paper cites Rethinking wireless communication security in semantic internet of things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Rethinking wireless communication security in semantic internet of things,

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Observation 8563c7c4-934f-4b23-b708-d5ce32519075 · outbound

This paper cites Security and reliability of internet of underwater things: architecture, challenges, and opportunities,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Security and reliability of internet of underwater things: architecture, challenges, and opportunities,

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Observation 550762e6-fd44-4a7a-8805-e368500012ac · outbound

This paper cites Towards a practical semantic web of things framework for underwater sensor network,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Towards a practical semantic web of things framework for underwater sensor network,

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Observation f6146ce5-de38-46af-866a-c62b2b58d874 · outbound

This paper cites Blockchain for internet of underwater things: State-of-the-art, applications, challenges, and future directions,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Blockchain for internet of underwater things: State-of-the-art, applications, challenges, and future directions,

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Observation 73eefb39-0722-4a3e-acc7-a930dc349129 · outbound

This paper cites Making sense of meaning: A survey on metrics for semantic and goal-oriented communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Making sense of meaning: A survey on metrics for semantic and goal-oriented communication,

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Observation 168ee0f8-40d7-4fba-b476-629d8c3e2976 · outbound

This paper cites A comprehensive review of ai-native 6g: Integrating semantic communications, recon- figurable intelligent surfaces, and edge intelligence for next-generation connectivity,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A comprehensive review of ai-native 6g: Integrating semantic communications, recon- figurable intelligent surfaces, and edge intelligence for next-generation connectivity,

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Observation dc11665b-c175-49f8-b1b8-cc23ab064ce2 · outbound

This paper cites Adaptive visual information gathering for autonomous exploration of underwater environments,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Adaptive visual information gathering for autonomous exploration of underwater environments,

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Observation b482235b-47ac-4d4d-b804-63f1336dd31f · outbound

This paper cites Mind the semantic gap: semantic efficiency in human computer interfaces,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Mind the semantic gap: semantic efficiency in human computer interfaces,

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Observation caf388a8-f41e-494a-88e4-2794daf441e2 · outbound

This paper cites Modeling and performance analysis for semantic communi- cations based on empirical results,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Modeling and performance analysis for semantic communi- cations based on empirical results,

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Observation 17d09943-cf48-4788-987c-3d151f0cb022 · outbound

This paper cites Semantic communication: A survey of its theoretical development,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic communication: A survey of its theoretical development,

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Observation cafbf617-0809-4147-8900-87b82d19b576 · outbound

This paper cites Toward energy-efficient and task-oriented underwater semantic networks,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Toward energy-efficient and task-oriented underwater semantic networks,

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Observation 5f244dac-8539-4f3e-8ed5-0b8e8e2701ed · outbound

This paper cites Semantic communication: A survey on research landscape, challenges, and future directions,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic communication: A survey on research landscape, challenges, and future directions,

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Observation 03665573-65ff-408e-90ce-6817bc267218 · outbound

This paper cites Quantum Semantic Communications for Metaverse: Principles and Challenges,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Quantum Semantic Communications for Metaverse: Principles and Challenges,

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Observation 1d8a8080-5023-43c3-b0d6-d4cbe03206a4 · outbound

This paper cites Deep Underwa- ter Image Compression for Enhanced Machine Vision Applications,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Deep Underwa- ter Image Compression for Enhanced Machine Vision Applications,

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Observation 577efa0a-e93f-4d72-9434-c70e172d220d · outbound

This paper cites RFD-ECNet: Extreme Underwater Image Compression with reference to Feature Dictionary,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions RFD-ECNet: Extreme Underwater Image Compression with reference to Feature Dictionary,

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Observation d5b64d0f-764f-4434-b408-ee5168f9fe36 · outbound

This paper cites Delay-aware digital twin syn- chronization in mobile edge networks with semantic communications,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Delay-aware digital twin syn- chronization in mobile edge networks with semantic communications,

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Observation 074fa197-8ed1-44b8-944c-4bae0bc0c99c · outbound

This paper cites A contemporary survey on semantic communications: Theory of mind, generative ai, and deep joint source-channel coding,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A contemporary survey on semantic communications: Theory of mind, generative ai, and deep joint source-channel coding,

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Observation b06659b1-2059-48a7-af6b-9cd314ea8ee6 · outbound

This paper cites Environment semantics aided underwater wireless optical semantic communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Environment semantics aided underwater wireless optical semantic communication,

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Observation 12f545e7-4bab-4532-ae63-0bcd6fce10d3 · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Deep learning in physical layer: Review on data driven end-to-end communication systems and their enabling semantic applications,

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Observation f304765e-42f7-4406-8d37-4d2ac5c58cc3 · outbound

This paper cites AquaScope: Reliable Underwater Image Transmission on Mobile Devices.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions AquaScope: Reliable Underwater Image Transmission on Mobile Devices

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Observation 5f7f75cf-962f-4987-ac81-1f1e1a4dc477 · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Aquavlm: Improving underwater situa- 21 tion awareness with mobile vision language models,

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Observation 57fdc810-57f9-4f55-b81d-9333b109e75a · outbound

This paper cites Advancing underwater vision: a survey of deep learning models for underwater object recognition and tracking,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Advancing underwater vision: a survey of deep learning models for underwater object recognition and tracking,

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Observation bdb1f415-94ae-463c-bb7b-cf26c76fe19e · outbound

This paper cites Research challenges, recent advances, and popular datasets in deep learning-based underwater marine object detection: A review,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Research challenges, recent advances, and popular datasets in deep learning-based underwater marine object detection: A review,

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Observation ce9dd561-c8bd-45df-99d4-03c22dd4190e · outbound

This paper cites Design and exper- imental demonstration of underwater wireless optical communication system based on semantic communication paradigm,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Design and exper- imental demonstration of underwater wireless optical communication system based on semantic communication paradigm,

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Observation 3097bc75-6da5-45d0-b241-85407d59afa6 · outbound

This paper cites Underwater optical object detection in the era of artificial intelligence: Current, challenge, and future,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Underwater optical object detection in the era of artificial intelligence: Current, challenge, and future,

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Observation 095143b1-04f1-45cd-a13b-aafe690ce658 · outbound

This paper cites Semantic knowledge-based framework to improve the situation awareness of autonomous underwater vehicles,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic knowledge-based framework to improve the situation awareness of autonomous underwater vehicles,

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Observation dc4c62fe-97ee-47cf-bca5-3e11846ee464 · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Generative adversarial network technolo- gies and applications in computer vision,

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Observation 4a3ab357-a7d0-4a9d-aebd-e38060afeb63 · outbound

This paper cites Agent-driven generative semantic communication with cross-modality and prediction,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Agent-driven generative semantic communication with cross-modality and prediction,

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Observation 93efbb47-a849-4dee-8aa9-a5f04c0ef075 · outbound

This paper cites Domain knowledge driven se- mantic communication for image transmission over wireless channels,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Domain knowledge driven se- mantic communication for image transmission over wireless channels,

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Observation b57c996f-f04f-42bc-9b9d-a4cc4e755131 · outbound

This paper cites Deep learning-empowered semantic communication systems with a shared knowledge base,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Deep learning-empowered semantic communication systems with a shared knowledge base,

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Observation ebfdd4fa-45a7-4025-a9fa-8187ce15464f · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Seman- tic knowledge-based representation for improving situation awareness in service oriented agents of autonomous underwater vehicles,

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Observation 0a0251d7-4880-4cdd-86bf-32fd59e9279d · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions MambaOut: Streamlining Visual Models for Improved Accuracy,

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Observation ad68d935-7d2f-475a-9466-484e872dbfc0 · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions On the Benefits of OWL-based Knowledge Graphs for Neural-Symbolic Systems,

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Observation 5ce71063-7b7e-45f4-8d15-b7a65b13eb04 · outbound

This paper cites Opti-Acoustic Semantic SLAM with Unknown Objects in Underwater Environments.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Opti-Acoustic Semantic SLAM with Unknown Objects in Underwater Environments

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Observation ffdfa4b0-700a-41ac-a112-092e23f07ab2 · outbound

This paper cites Enhancing Underwater Images with Image-to-Image Diffusion,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Enhancing Underwater Images with Image-to-Image Diffusion,

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Observation 06c3edc5-3af7-4e92-8101-db8616fb58d3 · outbound

This paper cites A survey of underwater magnetic induction communications: Fundamental issues, recent advances, and challenges,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A survey of underwater magnetic induction communications: Fundamental issues, recent advances, and challenges,

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Observation bd1ea28f-c3f7-4de5-852c-93890fa520d1 · outbound

This paper cites Federated learning for iout: Concepts, applications, challenges and future direc- tions,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Federated learning for iout: Concepts, applications, challenges and future direc- tions,

Reference 76

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Observation 9f06e3b9-f7b0-4195-8f5a-5db61b972925 · outbound

This paper cites Distributed learning for wireless communications: Methods, applications and challenges,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Distributed learning for wireless communications: Methods, applications and challenges,

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Observation becb3c09-0a9c-4816-bf59-892ad00775a0 · outbound

This paper cites Fed-iout: Opportunities and challenges of federated learning in the internet of underwater things,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Fed-iout: Opportunities and challenges of federated learning in the internet of underwater things,

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Observation b9558670-0d6f-4885-9cee-69217d16759c · outbound

This paper cites Latency constrained energy-efficient underwater dynamic federated learning,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Latency constrained energy-efficient underwater dynamic federated learning,

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Observation ab60393f-e738-412a-ba56-5c9518a981c0 · outbound

This paper cites Underwater federated learning: Empowering autonomous underwater vehicle swarm with online learning capabilities,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Underwater federated learning: Empowering autonomous underwater vehicle swarm with online learning capabilities,

Reference 80

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Observation 51f92d31-5785-44b0-8187-4235ac89a484 · outbound

This paper cites Communication-efficient distributed learning: An overview,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Communication-efficient distributed learning: An overview,

Reference 81

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Observation e5be1e54-b4b6-4a6b-baf5-0f1925355ed6 · outbound

This paper cites Decentralized Semantic Federated Learning for Real-Time Public Safety Tasks: Challenges, Methods, and Directions.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Decentralized Semantic Federated Learning for Real-Time Public Safety Tasks: Challenges, Methods, and Directions

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Observation da3e6624-d9f1-4275-81c9-6ae627d1133e · outbound

This paper cites An Efficient Federated Learning Framework for Training Semantic Communication Systems,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions An Efficient Federated Learning Framework for Training Semantic Communication Systems,

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Observation c4a8f5f6-803e-4aa9-9546-ff4c0e91c123 · outbound

This paper cites A Hybrid Optical-Acoustic Modem Based on MIMO OFDM for Reliable Data Transmission in Green Underwater Wireless Communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A Hybrid Optical-Acoustic Modem Based on MIMO OFDM for Reliable Data Transmission in Green Underwater Wireless Communication,

Reference 84

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Observation 717e7c27-56ba-44b4-b72b-6fc51afba223 · outbound

This paper cites Semantic systems and visual tools to support environmental communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic systems and visual tools to support environmental communication,

Reference 85

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Observation 5544982c-c882-45f9-b885-0385cb969880 · outbound

This paper cites Detecting underwater discrete scatterers in echograms with deep learning-based semantic segmentation,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Detecting underwater discrete scatterers in echograms with deep learning-based semantic segmentation,

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Observation a13c8b19-f724-438e-aa28-b37245da00d5 · outbound

This paper cites Efficient underwater ecological monitoring with embedded ai: detecting crown- of-thorns starfish via dcgan and yolov6,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Efficient underwater ecological monitoring with embedded ai: detecting crown- of-thorns starfish via dcgan and yolov6,

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Observation 6ef71132-7c5b-4dd9-b2d2-adf6ddc952aa · outbound

This paper cites Semat—the next genera- tion of inexpensive marine environmental monitoring and measurement systems,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semat—the next genera- tion of inexpensive marine environmental monitoring and measurement systems,

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Observation d2f7365a-24b5-4fd4-8c80-c76765ee58d7 · outbound

This paper cites Joint semantic-physical neural network for underwater communication,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Joint semantic-physical neural network for underwater communication,

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Observation 110585f0-0ba7-4ab4-bb6a-ac46f988ba69 · outbound

This paper cites A digital-twin strategy using robots for marine ecosystem monitoring,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions A digital-twin strategy using robots for marine ecosystem monitoring,

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Observation d0e2607a-b93d-4bba-8304-3c2931f66ee7 · outbound

This paper cites an unresolved cited work.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Unresolved cited work

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Observation 405c3331-c9ae-49cd-bd3c-a0a761711cb4 · outbound

This paper cites Demonstrating CavePI: Autonomous Exploration of Underwater Caves by Semantic Guidance.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Demonstrating CavePI: Autonomous Exploration of Underwater Caves by Semantic Guidance

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Observation 09ac1cf9-21af-4795-be56-85a50e397f46 · outbound

This paper cites Oceanographic monitoring system market size & outlook, 2025-2033,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Oceanographic monitoring system market size & outlook, 2025-2033,

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Observation 056db4c1-7bc1-48e1-aa4c-a928c425c808 · outbound

This paper cites Energy Minimization Oriented Hybrid Semantic Data Transmission in Air-Ocean Integrated Networks: A Resource Allocation Design,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Energy Minimization Oriented Hybrid Semantic Data Transmission in Air-Ocean Integrated Networks: A Resource Allocation Design,

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Observation fbbc9018-172b-41b1-a1a8-15bca17a86a7 · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic modelling of archaeological excavation data. a review of the current state of the art and a roadmap of activities,

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Observation e1b833d3-0285-43bb-89c1-cf5fe991fac0 · outbound

This paper cites Subsea case study: Acoustic remote sensing for un- derwater archaeology,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Subsea case study: Acoustic remote sensing for un- derwater archaeology,

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Observation 2f718996-4efb-43cd-9f5a-745e2656b637 · outbound

This paper cites Underwater slam meets deep learning: Challenges, multi-sensor integration, and future directions,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Underwater slam meets deep learning: Challenges, multi-sensor integration, and future directions,

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Observation b344fc1c-862b-4923-bd0d-b18aab19381c · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Revolutionizing underwater pipeline inspection with ai vehicles,

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Observation 81f59569-f81f-433a-83cf-9fc03a40c21b · outbound

This paper cites Revolutionizing pipeline inspection with autonomous underwater vehicles,.

Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Revolutionizing pipeline inspection with autonomous underwater vehicles,

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Observation 407c5c81-3f27-4983-a3d9-b824f857434a · outbound

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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Object recognition and semantic mapping for underwater vehicles using sonar 22 data,

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Pith citing papers

Observation cfa8ee19-4235-4d4f-8799-5563e29ca14b · inbound

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Resource-Aware Topology Management for ISAC-Enabled TDOA Localization in IoUT Networks Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions

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