Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:14:21.103553Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2505.10405.
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 2026-08-15T21:14:21.103553Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T19:54:53.874165Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-10T22:25:50.001351Z
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fe9e9e5b-d7d6-4de7-ab2f-7facd985ebc4 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Beyond transmitting bits: Context, seman- tics, and task-oriented communications,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3ff325c5-035f-4207-976b-64982b270edb · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Toward wisdom-evolutionary and primitive- concise 6G: A new paradigm of semantic communication networks,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 415664b3-661d-4f01-9651-9d4b826997cb · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Semantic knowledge base-enabled zero-shot multi-level feature transmission optimization,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 598eaa14-47bb-46c8-baf9-218233329b7a · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9824cb88-9f02-4bee-ba97-f5031b39fd41 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Toward an intelligent edge: Wireless communication meets machine learning,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f200429f-6cd7-4d4d-af3d-bab8adafc0c3 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding PartialLoading: User scheduling and bandwidth allocation for parameter-sharing edge inference,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d9489cb-c6ed-43a3-92a5-370e0fa1f14a · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Split learning in 6g edge networks,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c186bdd2-23ed-44ba-acdd-7413a5bf6e0d · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Efficient parallel split learning over resource-constrained wireless edge networks,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8d5a5556-c21a-4547-a609-e8b9f73191c9 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding End-to-end optimized image compression,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dc29ac1e-51a4-4d2c-950f-00bbc32ffb36 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Variational image compression with a scale hyperprior,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 27e264d3-5341-4e0d-8f4f-db50c12158a9 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Learned image compression with mixed transformer-cnn architectures,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9af2f011-a601-4909-88bc-53f95929e35d · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Joint task and data-oriented semantic communications: A deep separate source-channel coding scheme,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b49f599-c290-4059-b061-7b9794ad7347 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Nonlinear transform source-channel coding for semantic communications,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ae8f9574-b2d7-476e-aeb2-63f53ad4bec8 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Fun- damental limitation of semantic communications: Neural estimation for rate-distortion,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 02d0ac03-a6df-4116-b1bc-6c87d2c22790 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Deep joint source- channel coding for wireless image transmission,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4ca38129-edfc-4933-a610-fe9d229b6c4a · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding D 2-JSCC: Digital deep joint source-channel coding for semantic communications,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation beef5a66-cd57-4f63-9421-44a0e28e6cbd · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative joint source-channel coding for semantic image transmission,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 65455c56-d97e-4993-9a15-8180e20bd02f · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding The unreasonable effectiveness of deep features as a perceptual metric,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dbc5d5cc-da16-417b-bf10-5b6e6f89ddbc · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Lamosc: Large language model-driven semantic communication system for visual trans- mission,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 77238561-8cf2-4cb7-a85a-a84f3e0ee7cf · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9acbc5b6-c10d-4623-9e3f-4c74972274d4 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative Semantic Communication: Diffusion Models Beyond Bit Recovery
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02a67bde-8b2d-4112-a21a-90f5fb141c4b · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Large Generative Model-assisted Talking-face Semantic Communication System
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c66c500d-d386-4f8e-aed5-f46874a8113d · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding M4SC: An MLLM-based Multi-modal, Multi-task and Multi-user Semantic Communication System
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e287d7e-6156-424c-9fb8-88069444c9ae · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Lambo: Large AI model empowered edge intelligence,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ea2a4870-2657-4a48-8ec1-ef747257a22a · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8b71cfe-c233-4fd1-a7e4-1e5206b595b9 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding High-resolution image synthesis with latent diffusion models,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 00efe37b-e70d-47d6-8537-6f9a28f0001a · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding A Survey of Large Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0086654-0c17-42ee-886c-a5df1c2321bb · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Gans trained by a two time-scale update rule converge to a local nash equilibrium,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1f233306-5930-4c77-9a23-4b2c45dd1056 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative network layer for communication systems with artificial intelligence,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e82fb4b5-b6b1-4b77-92c3-ecbc821c9699 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative ai-aided joint training-free secure semantic communications via multi-modal prompts,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 16fdfc16-6315-4b41-a1aa-c740d2cc0c40 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Segment Anything Meets Semantic Communication
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a8854fc-6e2f-4c02-861d-2958910cdf14 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Segment anything,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7227ec86-a916-40a1-9a66-e14c9f3070cd · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Learning deep features for discriminative localization,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ef45eca1-6e88-4d31-99b9-8d0b0c96d972 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Image information and visual quality,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e69163eb-7649-46e9-bd85-97d46d02965f · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding ChatGPT (Mar 14 version) [Large language model],
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 378813e7-8b25-4576-99f2-f87a738f608e · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Mobile edge intelligence for large language models: A contemporary survey,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9b8f2f7f-85d4-405a-a882-50c509654d71 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1f00aa8d-584b-4201-8f0e-d655b48be27e · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Arithmetic coding for data compression,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 59eb4fad-2864-4a7f-8244-b75a1e3f6043 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Tse and P
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06d81c86-1873-499b-a019-e23404fc3d67 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Repaint: Inpainting using denoising diffusion probabilistic models,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 744f6873-b384-4774-b075-ef095fa577cd · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 59cbf027-b0ac-4e8c-bc4a-ed20a874ed2b · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Spatially consistent representation learning,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cc3c5939-fb88-4465-9818-979551e3b86e · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding On runlength codes,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f03317d0-bae4-4368-a226-7d35ff66c52d · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding An information fidelity criterion for image quality assessment using natural scene statistics,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 91bde36e-61ec-4721-983f-a864b7a408b2 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Boyd and L
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ce8b1ee9-d816-4308-9fa0-9e06430bfaa6 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding A primer on zeroth-order optimization in signal processing and machine learning: Principals, recent advances, and applications,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6fb7f216-5a01-4369-bd5b-feb3dddfd43a · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Deep residual learning for image recognition,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c7aac214-b59d-48d2-bf89-9584cef017bb · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Imagenet: A large-scale hierarchical image database,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5a87b0a0-2949-462b-ba52-7543cdc390e8 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation af612d63-6c4c-4898-930a-94e68fa219b3 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding The JPEG2000 still image coding system: an overview,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c535ee26-56ba-4800-b14f-86334dc6aef4 · outbound
Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding BPG image format
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 822bfa36-83d7-4ec2-9833-b5b478a8efab · inbound
Generative Channel Knowledge Base With Environmental Information for Joint Source-Channel Coding in Semantic Communications Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.