Paper Citation Record · LEDGER

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps

As of 9 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2508.11452.

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

pith.paper-citation-record.v1
2508.11452 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:57:12.377079Z

measured 50 of 50 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 2026-08-05T19:57:47.855429Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T19:57:47.957881Z

Reference resolution

49 of 49 outbound references displayed

verified exact1
verified fuzzy40
unresolved8
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d8fe6b3-0c98-4a96-a56f-32c529bfc2b7 · outbound

This paper cites Exploring llm- based multi-agent situation awareness for zero-trust space-air-ground in- tegrated network,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Exploring llm- based multi-agent situation awareness for zero-trust space-air-ground in- tegrated network,

Reference 1

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Observation 1aa2b3c6-2e1a-4fb1-bd4f-252c80f93520 · outbound

This paper cites Generative diffusion models for wireless net- works: Fundamental, architecture, and state-of-the-art,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Generative diffusion models for wireless net- works: Fundamental, architecture, and state-of-the-art,

Reference 2

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Observation 0930786a-32ce-42cd-97f9-54b97095807c · outbound

This paper cites Satellite-MEC integration for 6G Internet of Things: Minimal structures, advances, and prospects,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Satellite-MEC integration for 6G Internet of Things: Minimal structures, advances, and prospects,

Reference 3

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Observation 542534bd-b690-44ee-97e1-20aa50e25e3e · outbound

This paper cites A survey on nongeostationary satellite systems: The communication perspective,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps A survey on nongeostationary satellite systems: The communication perspective,

Reference 4

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Observation d7119544-f6ee-490a-bdb4-49fa7758b6d6 · outbound

This paper cites Multiple-satellite cooperative information communication and location sensing in leo satellite constellations,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Multiple-satellite cooperative information communication and location sensing in leo satellite constellations,

Reference 5

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Observation 81959734-8ac3-46e0-aba9-fc75865a543a · outbound

This paper cites History and trends in the development of low- orbit satellite communication systems,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps History and trends in the development of low- orbit satellite communication systems,

Reference 6

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Observation 3f5bcfa9-dfb4-43ef-ac88-bd204fbf21e4 · outbound

This paper cites Realizing the potential of the Internet of Things for smart tourism with 5G and AI,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Realizing the potential of the Internet of Things for smart tourism with 5G and AI,

Reference 7

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Observation 4062670e-82d1-4d3d-beba-518080b647e3 · outbound

This paper cites Traffic flow matrix-based graph neural network with attention mechanism for traffic flow prediction,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Traffic flow matrix-based graph neural network with attention mechanism for traffic flow prediction,

Reference 8

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Observation e0931327-d8ab-445f-82b5-5796d90eaeab · outbound

This paper cites Effective resource allocation in 5g-satellite networks,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Effective resource allocation in 5g-satellite networks,

Reference 9

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Observation cbdd4489-cdb7-42ac-aa4d-26f6ccb39dc8 · outbound

This paper cites Semantic entropy can simultaneously benefit transmission efficiency and channel security of wireless semantic communications,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Semantic entropy can simultaneously benefit transmission efficiency and channel security of wireless semantic communications,

Reference 10

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Observation 63b8aec9-9509-4a22-8490-85a0081a8cc4 · outbound

This paper cites A survey of secure semantic communications,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps A survey of secure semantic communications,

Reference 11

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Observation 37d71e15-c26c-4802-8835-c7fef4989d3f · outbound

This paper cites A mathematical theory of communication,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps A mathematical theory of communication,

Reference 12

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Observation 926a70cd-b7fd-40cb-806a-d03ab4a1d782 · outbound

This paper cites Latent Diffusion Model Based Denoising Receiver for 6G Semantic Communication: From Stochastic Differential Theory to Application.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Latent Diffusion Model Based Denoising Receiver for 6G Semantic Communication: From Stochastic Differential Theory to Application

Reference 13

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Observation 94091e85-2f79-4881-854e-8ccc7ab92112 · outbound

This paper cites Alternate learning-based SNR-adaptive sparse semantic visual transmission,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Alternate learning-based SNR-adaptive sparse semantic visual transmission,

Reference 14

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Observation d4b55262-2c11-41c7-b449-78344240fc6a · outbound

This paper cites Semantic-enhanced downlink LEO satellite communication system with OTFS modulation,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Semantic-enhanced downlink LEO satellite communication system with OTFS modulation,

Reference 15

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Observation bc603722-11f6-4deb-a7f9-6517a47cc440 · outbound

This paper cites Semantic communication empowered NTN for IoT: Benefits and challenges,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Semantic communication empowered NTN for IoT: Benefits and challenges,

Reference 16

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Observation ca84271d-6937-49ad-b95a-4831d5dce41d · outbound

This paper cites Important Bit Prefix M-ary Quadrature Amplitude Modulation for Semantic Communications.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Important Bit Prefix M-ary Quadrature Amplitude Modulation for Semantic Communications

Reference 17

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Source-reported events for the cited work

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Observation 210b2cfb-75cb-4a54-87f9-44b44cf7ce8a · outbound

This paper cites High quality compression and transmission of remote sensing images based on semantic communication,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps High quality compression and transmission of remote sensing images based on semantic communication,

Reference 18

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Observation 15417bfe-ccbc-447a-97bc-759c400104c8 · outbound

This paper cites Deep learning-based adaptive semantic coding for image transmission in satellite-integrated internet,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Deep learning-based adaptive semantic coding for image transmission in satellite-integrated internet,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.684188Z

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Observation dc25667e-6b86-4ea8-9a1d-375f97de6885 · outbound

This paper cites Semantic satellite communications based on generative foundation model,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Semantic satellite communications based on generative foundation model,

Reference 20

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Observation f807c3a8-7c5a-47ef-b635-4e469d8ac66e · outbound

This paper cites Semantic communication enabled 6G-NTN framework: A novel denoising and gateway hop integration mechanism,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Semantic communication enabled 6G-NTN framework: A novel denoising and gateway hop integration mechanism,

Reference 21

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Observation 314eab1b-cb13-4843-90fc-aba5589cd9ad · outbound

This paper cites Deep joint source-channel coding for wireless image transmission with semantic importance,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Deep joint source-channel coding for wireless image transmission with semantic importance,

Reference 22

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Observation f0253348-9531-40bd-b7ec-96c15db187cc · outbound

This paper cites Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites,

Reference 23

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Observation c3519aeb-3ccc-4f9c-b093-b2020b2a3ba1 · outbound

This paper cites Fea- ture allocation for semantic communication with space-time importance awareness,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Fea- ture allocation for semantic communication with space-time importance awareness,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.649961Z

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Observation 23930279-cabb-4ea6-a1c2-efc18ae85dcf · outbound

This paper cites Wireless deep speech semantic transmission,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Wireless deep speech semantic transmission,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.642330Z

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Observation 4aa7d764-45af-4e62-bfe1-4070aee535ad · outbound

This paper cites Adaptable semantic compres- sion and resource allocation for task-oriented communications,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Adaptable semantic compres- sion and resource allocation for task-oriented communications,

Reference 26

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Observation 47e5979a-0319-43ce-8e2d-94984906984c · outbound

This paper cites Feature importance-aware task-oriented semantic transmission and optimization,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Feature importance-aware task-oriented semantic transmission and optimization,

Reference 27

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Observation 015a3d27-cc67-4864-b5e3-271f5d2e19b6 · outbound

This paper cites Semantic-aware coordi- nated transmission in cohesive clustered satellites: utility of information perspective,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Semantic-aware coordi- nated transmission in cohesive clustered satellites: utility of information perspective,

Reference 28

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Observation 03817309-6c0c-4299-a394-d0c47bf32a90 · outbound

This paper cites Cognitive Semantic Augmentation LEO Satellite Networks for Earth Observation.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Cognitive Semantic Augmentation LEO Satellite Networks for Earth Observation

Reference 29

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Observation 04562046-7b35-490d-804e-89c3e9ff0c6b · outbound

This paper cites Computation offloading and resource allocation based on p-dqn in leo satellite edge networks,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Computation offloading and resource allocation based on p-dqn in leo satellite edge networks,

Reference 30

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Observation d46b6d1c-9a4e-4363-9744-9ae36dcbe730 · outbound

This paper cites Toward bandwidth- efficient data distribution in satellite networks,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Toward bandwidth- efficient data distribution in satellite networks,

Reference 31

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Observation 2d3f5795-a987-4be4-9721-c3e093a29877 · outbound

This paper cites Fool: Addressing the downlink bottleneck in satellite computing with neural feature compression,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Fool: Addressing the downlink bottleneck in satellite computing with neural feature compression,

Reference 32

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Observation 91cbd73f-689d-44da-89c5-beaf68453d8b · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Deep joint source- channel coding for wireless image transmission,

Reference 33

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Observation b98554ec-36c6-4c66-b8e6-94af7b48bb5c · outbound

This paper cites Swinjscc: Taming swin transformer for deep joint source-channel coding,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Swinjscc: Taming swin transformer for deep joint source-channel coding,

Reference 34

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Observation ac6a9107-a9e6-4c34-8e34-f9f7d1dee4b8 · outbound

This paper cites Star-shaped denoising diffusion proba- bilistic models,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Star-shaped denoising diffusion proba- bilistic models,

Reference 35

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Observation 22fafe6d-f9cb-4615-a73f-1e014fc3ebd6 · outbound

This paper cites Performance evaluation of single-label and multi-label remote sensing image retrieval using a dense labeling dataset,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Performance evaluation of single-label and multi-label remote sensing image retrieval using a dense labeling dataset,

Reference 36

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Observation dd15cbcc-f6ae-4d1f-b5bc-504d8ece001a · outbound

This paper cites Multi-class geospatial object detection and geographic image classification based on collection of part detectors,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Multi-class geospatial object detection and geographic image classification based on collection of part detectors,

Reference 37

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This paper cites A new simple model for land mobile satellite channels: first- and second-order statistics,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps A new simple model for land mobile satellite channels: first- and second-order statistics,

Reference 38

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This paper cites Age of incor- rect information minimization for semantic-empowered noma system in s-iot,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Age of incor- rect information minimization for semantic-empowered noma system in s-iot,

Reference 39

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Observation e31be982-7a14-446a-b56f-ce559cb90a2b · outbound

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Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 40

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Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Segnet: A deep con- volutional encoder-decoder architecture for image segmentation,

Reference 41

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Observation ce84e1d0-93bf-4683-b26e-4c6ca0e1dd82 · outbound

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Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Satellite image compression guided by regions of interest,

Reference 42

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Observation 33a9a796-acf7-4942-af78-64cb53f46148 · outbound

This paper cites Electromagnetic interference,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Electromagnetic interference,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.532080Z

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Observation dc6b917f-94c7-47c2-951b-d9fd151f86ff · outbound

This paper cites RIS-empowered LEO satellite networks for 6G: Promising usage scenarios and future directions,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps RIS-empowered LEO satellite networks for 6G: Promising usage scenarios and future directions,

Reference 44

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Observation 74c7c78c-1584-4e70-bbd3-43873d00a1aa · outbound

This paper cites Stacked encoder–decoder transformer with boundary smoothing for action segmentation,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Stacked encoder–decoder transformer with boundary smoothing for action segmentation,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.516821Z

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Observation 34d587f2-0aa7-486a-bb5c-a39bf602908f · outbound

This paper cites Joint sensing and semantic communications with multi-task deep learning,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Joint sensing and semantic communications with multi-task deep learning,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.509005Z

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Observation 91d2b72a-27a6-49bb-8b3e-7c236abb710c · outbound

This paper cites Cddm: Channel denoising diffusion models for wireless semantic communica- tions,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Cddm: Channel denoising diffusion models for wireless semantic communica- tions,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.502013Z

Source-reported events for the cited work

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Observation 8c8e3592-d644-454f-a56e-5e1b9abed874 · outbound

This paper cites Multimodal generative semantic communication based on latent diffusion model,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps Multimodal generative semantic communication based on latent diffusion model,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.493966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 760b4ef8-a0dc-4361-8f35-21574bbc0ed6 · outbound

This paper cites A knowledge base driven task-oriented image semantic communication scheme,.

Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps A knowledge base driven task-oriented image semantic communication scheme,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:57:12.487065Z

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Pith citing papers

Observation 9e392e09-6fd8-4997-9c3a-6941db477843 · inbound

Inside Knowledge: Graph-based Path Generation with Explainable Data Augmentation and Curriculum Learning for Visual Indoor Navigation cites this paper.

Inside Knowledge: Graph-based Path Generation with Explainable Data Augmentation and Curriculum Learning for Visual Indoor Navigation Inclusion Arena: An Open Platform for Evaluating Large Foundation Models with Real-World Apps

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T19:57:48.007993Z

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