Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T09:39:06.987646Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T09:39:06.987646Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-31T23:17:02.991678Z
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 266 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 86b8d437-9b15-414a-b69c-e1025b6a588e · outbound
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
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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Observation 9118c688-e686-409f-a53c-5e76d5c6018e · outbound
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
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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Observation 02d55437-09be-43ad-9673-4d5cd8b572bf · outbound
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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Observation b500ae2c-0eb7-456f-b79e-24f167c15ab9 · outbound
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
Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Implicit codebook-based noise resilient underwater digital semantic communication system,
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Observation e611878d-c2d2-4379-a391-27b4419b4b61 · outbound
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
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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Observation 185a58c6-a409-4ab0-854a-9e6b1e8df53b · outbound
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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Observation 26a3725e-19e9-4596-91af-de3a515dbacc · outbound
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
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
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
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
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
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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Observation 974073ae-a69d-416e-8fb1-f44686cb26bf · outbound
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
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
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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Observation d3ef845e-1fe1-4ccb-a660-870a7dcbb79b · outbound
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
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
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
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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Observation a0740472-11b2-4dea-a492-085df44bfa78 · outbound
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
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
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
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
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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Observation 4dd23130-568f-4de7-8ce8-f60b8647de9e · outbound
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
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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Observation cc9d2a9d-4dc3-4d25-a2c8-af4a958378d7 · outbound
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
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
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
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
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
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,
Reference 36
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Observation c4c37c3d-c9fc-4330-a3c7-df5b015fe15a · outbound
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,
Reference 37
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Observation f76b426c-50b8-4615-bda4-97801185c83e · outbound
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,
Reference 38
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Observation 6ab8142d-7de5-42d0-9c29-9e003e860e8e · outbound
Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Federated learning for semantic communication based on cnns and transformer,
Reference 39
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Observation 9e16a733-4cfd-497f-b91a-bf43c11f3f1e · outbound
Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Rethinking wireless communication security in semantic internet of things,
Reference 40
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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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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,
Reference 42
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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,
Reference 43
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Observation 73eefb39-0722-4a3e-acc7-a930dc349129 · outbound
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
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,
Reference 45
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Observation dc11665b-c175-49f8-b1b8-cc23ab064ce2 · outbound
Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Adaptive visual information gathering for autonomous exploration of underwater environments,
Reference 46
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Observation b482235b-47ac-4d4d-b804-63f1336dd31f · outbound
Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Mind the semantic gap: semantic efficiency in human computer interfaces,
Reference 47
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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,
Reference 48
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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Semantic communication: A survey of its theoretical development,
Reference 49
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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Toward energy-efficient and task-oriented underwater semantic networks,
Reference 50
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Observation 5f244dac-8539-4f3e-8ed5-0b8e8e2701ed · outbound
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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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
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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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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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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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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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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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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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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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,
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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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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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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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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,
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Semantic Communication for the Internet of Underwater Things: Architectures, Applications, Challenges, and Future Directions Communication-efficient distributed learning: An overview,
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