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Paper Citation Record · LEDGER

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding

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.

pith.paper-citation-record.v1
2505.10405 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:14:21.103553Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:54:53.874165Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T22:25:50.001351Z

Reference resolution

51 of 51 outbound references displayed

  • verified exact0
  • verified fuzzy39
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe9e9e5b-d7d6-4de7-ab2f-7facd985ebc4 · outbound

This paper cites Beyond transmitting bits: Context, seman- tics, and task-oriented communications,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.213167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.814992Z digest=sha256:ed62e7f9383dd961bbc241a09cf271d6d91de4ba3052cb80d3994bbfc467ea1c

Observation 3ff325c5-035f-4207-976b-64982b270edb · outbound

This paper cites Toward wisdom-evolutionary and primitive- concise 6G: A new paradigm of semantic communication networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.195601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.821799Z digest=sha256:47ea1a9f4fc650561dc1678240eb310ce1aae13978941c8ec04611fa7dcc09e9

Observation 415664b3-661d-4f01-9651-9d4b826997cb · outbound

This paper cites Semantic knowledge base-enabled zero-shot multi-level feature transmission optimization,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Semantic knowledge base-enabled zero-shot multi-level feature transmission optimization,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.178768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.827481Z digest=sha256:ac322264e3a0d8d95ed08c770deba73f232640752ad81c69fe0d102cac832de5

Observation 598eaa14-47bb-46c8-baf9-218233329b7a · outbound

This paper cites A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.161485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.834499Z digest=sha256:1f2533f90e0c28053f4f1b8047521eb4cc568c36f1ecdf22b8c86c7ecd14ebd1

Observation 9824cb88-9f02-4bee-ba97-f5031b39fd41 · outbound

This paper cites Toward an intelligent edge: Wireless communication meets machine learning,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Toward an intelligent edge: Wireless communication meets machine learning,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.840636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.840636Z digest=sha256:b347d724bd06594a4686bf17e66c9b110653c0c0f282e0853d585453bc9af79b

Observation f200429f-6cd7-4d4d-af3d-bab8adafc0c3 · outbound

This paper cites PartialLoading: User scheduling and bandwidth allocation for parameter-sharing edge inference,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding PartialLoading: User scheduling and bandwidth allocation for parameter-sharing edge inference,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.846001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.846001Z digest=sha256:f2819436166b6be1387148dd5e2a45a1b465bc931d4720d7ab6682d96e9b1a79

Observation 0d9489cb-c6ed-43a3-92a5-370e0fa1f14a · outbound

This paper cites Split learning in 6g edge networks,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Split learning in 6g edge networks,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.130996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.852038Z digest=sha256:e5d37727237aa8303fe46d959781371a996cf02142aadfb6a624c7e37a836e2d

Observation c186bdd2-23ed-44ba-acdd-7413a5bf6e0d · outbound

This paper cites Efficient parallel split learning over resource-constrained wireless edge networks,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Efficient parallel split learning over resource-constrained wireless edge networks,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.112485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.857238Z digest=sha256:2915b6759070ff6d8023da6a6cd0993b87a2fd649e75193c0b821aba52ed8b7a

Observation 8d5a5556-c21a-4547-a609-e8b9f73191c9 · outbound

This paper cites End-to-end optimized image compression,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding End-to-end optimized image compression,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.090780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.862715Z digest=sha256:ae68145b445715a2cc3d0472c3e7d5ff4d28936776e637a89ebfcda0e843d72b

Observation dc29ac1e-51a4-4d2c-950f-00bbc32ffb36 · outbound

This paper cites Variational image compression with a scale hyperprior,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Variational image compression with a scale hyperprior,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.072949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.869536Z digest=sha256:51867e26ca67a4d372ff12be1b67f209819813b79d851cc44e00d923da5505be

Observation 27e264d3-5341-4e0d-8f4f-db50c12158a9 · outbound

This paper cites Learned image compression with mixed transformer-cnn architectures,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Learned image compression with mixed transformer-cnn architectures,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.054982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.875232Z digest=sha256:d85c877ca8edb39ac01e70fc70c0c3a09d172caa7ec40ddb57c8ffdd1babe72a

Observation 9af2f011-a601-4909-88bc-53f95929e35d · outbound

This paper cites Joint task and data-oriented semantic communications: A deep separate source-channel coding scheme,.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.881932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.881932Z digest=sha256:d310014cc2107268af65bdd975aece5827eac3633d5e083e0f35dc6119e96484

Observation 0b49f599-c290-4059-b061-7b9794ad7347 · outbound

This paper cites Nonlinear transform source-channel coding for semantic communications,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Nonlinear transform source-channel coding for semantic communications,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.026193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.887076Z digest=sha256:26f0bfd794972252e3e654552d2356ff07d0f6ab36277f520df5b999016ccb2b

Observation ae8f9574-b2d7-476e-aeb2-63f53ad4bec8 · outbound

This paper cites Fun- damental limitation of semantic communications: Neural estimation for rate-distortion,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Fun- damental limitation of semantic communications: Neural estimation for rate-distortion,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:22.008902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.892084Z digest=sha256:11357ef4452ef0aa1cd739957689d6922f84c440d4dd023f5809a815f7e035e3

Observation 02d0ac03-a6df-4116-b1bc-6c87d2c22790 · outbound

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

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Deep joint source- channel coding for wireless image transmission,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.990005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.898151Z digest=sha256:fa9da4fab84dbd6cbb0697b9ed32fb693d52c61d233fbed99ef94f5c0d78da2c

Observation 4ca38129-edfc-4933-a610-fe9d229b6c4a · outbound

This paper cites D 2-JSCC: Digital deep joint source-channel coding for semantic communications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.971260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.904236Z digest=sha256:a47ea8af6970f957c352efa7ba1b58f15131e7b4276dc1327fe1af05fd317ca8

Observation beef5a66-cd57-4f63-9421-44a0e28e6cbd · outbound

This paper cites Generative joint source-channel coding for semantic image transmission,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative joint source-channel coding for semantic image transmission,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.953721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.910128Z digest=sha256:a16c8c871ff51b8d2f87368e9b3f9129f9ba1d348148aca27e1c05475cd23669

Observation 65455c56-d97e-4993-9a15-8180e20bd02f · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding The unreasonable effectiveness of deep features as a perceptual metric,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.937427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.915788Z digest=sha256:3e70ed2aefbb6b33897864f6cde9bf304861ea7ec8f8815775a49f49051b633d

Observation dbc5d5cc-da16-417b-bf10-5b6e6f89ddbc · outbound

This paper cites Lamosc: Large language model-driven semantic communication system for visual trans- mission,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.920744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.921416Z digest=sha256:abd8484dba630a9c13906da7cdf6fe4a68cc605defa8143f86d62b3d24c080bb

Observation 77238561-8cf2-4cb7-a85a-a84f3e0ee7cf · outbound

This paper cites Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.928451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.928451Z digest=sha256:3f7e9f977bb5ef708719445003acfde1d7f386d07f51451033cd90c63e39a2df

Observation 9acbc5b6-c10d-4623-9e3f-4c74972274d4 · outbound

This paper cites Generative Semantic Communication: Diffusion Models Beyond Bit Recovery.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative Semantic Communication: Diffusion Models Beyond Bit Recovery

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.935033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.935033Z digest=sha256:016c0bb560f9d2d46431ec8b7a718253a1a081ef76f826a8711b0d121c5ce8dc

Observation 02a67bde-8b2d-4112-a21a-90f5fb141c4b · outbound

This paper cites Large Generative Model-assisted Talking-face Semantic Communication System.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Large Generative Model-assisted Talking-face Semantic Communication System

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.940747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.940747Z digest=sha256:2dc673e5a12991f4d15fbeab297c67e0c534e655e1fffa053235f23d36ed0e4a

Observation c66c500d-d386-4f8e-aed5-f46874a8113d · outbound

This paper cites M4SC: An MLLM-based Multi-modal, Multi-task and Multi-user Semantic Communication System.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.946475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.946475Z digest=sha256:17b0a6ded76b997f6c3a4ef21b53d81c3e27ead91f3097e3cf43cc222cc59e39

Observation 1e287d7e-6156-424c-9fb8-88069444c9ae · outbound

This paper cites Lambo: Large AI model empowered edge intelligence,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Lambo: Large AI model empowered edge intelligence,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.904718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.951824Z digest=sha256:5e690e712b7e72f64a869dd513499937db3aa8e224455cd48403174afb4f0b7e

Observation ea2a4870-2657-4a48-8ec1-ef747257a22a · outbound

This paper cites HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.957223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.957223Z digest=sha256:68203fc84aa6546191e35509540f5a6de1836b05652c0ebc17d53613d1dd9134

Observation a8b71cfe-c233-4fd1-a7e4-1e5206b595b9 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding High-resolution image synthesis with latent diffusion models,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.888009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.963999Z digest=sha256:96f27683a62b4408107675b89d6ecfa780ade7f1c533c2b6e212f23496135fe2

Observation 00efe37b-e70d-47d6-8537-6f9a28f0001a · outbound

This paper cites A Survey of Large Language Models.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding A Survey of Large Language Models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.968994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.968994Z digest=sha256:f69cd1cb9da4b5dde2a8e15be46218982244ea7ebc89247488acacf800ea3996

Observation a0086654-0c17-42ee-886c-a5df1c2321bb · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.871694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.974629Z digest=sha256:6cacf638ed9d80f641aaeed3c91f8e091b2cd7d59da0681d1f6376ee555d9b27

Observation 1f233306-5930-4c77-9a23-4b2c45dd1056 · outbound

This paper cites Generative network layer for communication systems with artificial intelligence,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Generative network layer for communication systems with artificial intelligence,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.853859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.979556Z digest=sha256:2731dfddd788a5945902b91227d66806fbd954b348541ae393e1b0be0c322238

Observation e82fb4b5-b6b1-4b77-92c3-ecbc821c9699 · outbound

This paper cites Generative ai-aided joint training-free secure semantic communications via multi-modal prompts,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.836312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.984911Z digest=sha256:33b877521d6c4dc8705df3ee648840bb3a1f5cbc671da0c409242d2a23f9ca7d

Observation 16fdfc16-6315-4b41-a1aa-c740d2cc0c40 · outbound

This paper cites Segment Anything Meets Semantic Communication.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Segment Anything Meets Semantic Communication

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:20.990188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:20.990188Z digest=sha256:840a9eafe4729c682033b78ceaee47fbc1e43cc75c9358b6a1568705ae6b9f0e

Observation 4a8854fc-6e2f-4c02-861d-2958910cdf14 · outbound

This paper cites Segment anything,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Segment anything,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.819196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:20.995965Z digest=sha256:cb2daa2482ec9041b7564fb67b10de16952a9fb6444688bb48b6d69602601bf6

Observation 7227ec86-a916-40a1-9a66-e14c9f3070cd · outbound

This paper cites Learning deep features for discriminative localization,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Learning deep features for discriminative localization,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.801556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.002822Z digest=sha256:b5c83e6a9c730f48035d2eabf09b5da682351cca2e7030121b816221d8165996

Observation ef45eca1-6e88-4d31-99b9-8d0b0c96d972 · outbound

This paper cites Image information and visual quality,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Image information and visual quality,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.782663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.008423Z digest=sha256:7f6b8632fb637324f52003408aef7fe66f342353727000dac868e9c7104fb246

Observation e69163eb-7649-46e9-bd85-97d46d02965f · outbound

This paper cites ChatGPT (Mar 14 version) [Large language model],.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding ChatGPT (Mar 14 version) [Large language model],

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.764142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.014024Z digest=sha256:6d6e42d8ffc96a16cf19f98d5bc84cb2a50d4b4acc5ad7a5de47e33aba04be8b

Observation 378813e7-8b25-4576-99f2-f87a738f608e · outbound

This paper cites Mobile edge intelligence for large language models: A contemporary survey,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Mobile edge intelligence for large language models: A contemporary survey,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.745514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.019600Z digest=sha256:3a5c90926a71176589aa804fc20b7f56a54649c77509235bde3657726a921937

Observation 9b8f2f7f-85d4-405a-a882-50c509654d71 · outbound

This paper cites Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.726517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.025185Z digest=sha256:c5807f90dfa10096ac8ce96819413305ca6234c9c0b12b49602527d6f0aa99c0

Observation 1f00aa8d-584b-4201-8f0e-d655b48be27e · outbound

This paper cites Arithmetic coding for data compression,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Arithmetic coding for data compression,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.706371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.031467Z digest=sha256:5acd373d132fb995721d3c30b29423b8e59f95a5bd50fe7189a3feaf0276edb0

Observation 59eb4fad-2864-4a7f-8244-b75a1e3f6043 · outbound

This paper cites Tse and P.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Tse and P

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T21:14:21.037219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:14:21.037219Z digest=sha256:fe179198cab3b13c7a7eda13fb2b513c6ea2a38e50721bd10e2a173c17f68ada

Observation 06d81c86-1873-499b-a019-e23404fc3d67 · outbound

This paper cites Repaint: Inpainting using denoising diffusion probabilistic models,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Repaint: Inpainting using denoising diffusion probabilistic models,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.677488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.042294Z digest=sha256:e94d3239c89ba5fbf07d56534181c21031d8827370bf0885e18ebcd2fc9ff152

Observation 744f6873-b384-4774-b075-ef095fa577cd · outbound

This paper cites an unresolved cited work.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:14:21.659738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.047995Z digest=sha256:f0e0a0d12c2ea111d49f48b6bbede6eb49e21857f207526ebe5549411b86ecc4

Observation 59cbf027-b0ac-4e8c-bc4a-ed20a874ed2b · outbound

This paper cites Spatially consistent representation learning,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Spatially consistent representation learning,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.641008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.053433Z digest=sha256:22dbc4ad96f6012e0cb577110cb0138bb29ede509b93b924680c7069ee5e1e98

Observation cc3c5939-fb88-4465-9818-979551e3b86e · outbound

This paper cites On runlength codes,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding On runlength codes,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.623157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.058699Z digest=sha256:4f6d71988feb1e037e5fdc3fb556a570cded1b237ea38c3bfa29c8582cdba8b4

Observation f03317d0-bae4-4368-a226-7d35ff66c52d · outbound

This paper cites An information fidelity criterion for image quality assessment using natural scene statistics,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.604287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.064274Z digest=sha256:dfaabfba672ba460486f7f86d68c6751d123e008fc626f33265c33fde037a14d

Observation 91bde36e-61ec-4721-983f-a864b7a408b2 · outbound

This paper cites Boyd and L.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Boyd and L

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.586181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.070132Z digest=sha256:53cd768fee0358b63a41696dd2e53c74fe22d4db78aed7ff91d763427e1d41e1

Observation ce8b1ee9-d816-4308-9fa0-9e06430bfaa6 · outbound

This paper cites A primer on zeroth-order optimization in signal processing and machine learning: Principals, recent advances, and applications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.566698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.076434Z digest=sha256:cff1ed5314af9f1dd370f8567d39f7ac5ddfbf7845f53cecc46ed1cbe6a8c45c

Observation 6fb7f216-5a01-4369-bd5b-feb3dddfd43a · outbound

This paper cites Deep residual learning for image recognition,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Deep residual learning for image recognition,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.545741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.081440Z digest=sha256:9edf499e34953b13f5c8012d3d3db5b843d555b49e6770cf21dfc1e573782807

Observation c7aac214-b59d-48d2-bf89-9584cef017bb · outbound

This paper cites Imagenet: A large-scale hierarchical image database,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding Imagenet: A large-scale hierarchical image database,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.528579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.086680Z digest=sha256:a8d82b101807ad71a6a71519d89f9d32d56ea5be27acced12c7d418de8475bca

Observation 5a87b0a0-2949-462b-ba52-7543cdc390e8 · outbound

This paper cites The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.510493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.091982Z digest=sha256:c5ef5dab84ac11ee61d6e30c6381f20f6dd3e0d39b9ce66a66a28ca96299ed12

Observation af612d63-6c4c-4898-930a-94e68fa219b3 · outbound

This paper cites The JPEG2000 still image coding system: an overview,.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding The JPEG2000 still image coding system: an overview,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.492645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.097802Z digest=sha256:1564bf68fc38b36a83f4356abbf33f49f85f79fb0eff6b26416728d258141680

Observation c535ee26-56ba-4800-b14f-86334dc6aef4 · outbound

This paper cites BPG image format.

Visual Fidelity Index for Generative Semantic Communications with Critical Information Embedding BPG image format

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:14:21.473968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:14:21.103553Z digest=sha256:d872f9f022030d5acc3ce60c680846223408142f3b9a431ff8bc1f3205b4b5c7

Pith citing papers

Observation 822bfa36-83d7-4ec2-9833-b5b478a8efab · inbound

Generative Channel Knowledge Base With Environmental Information for Joint Source-Channel Coding in Semantic Communications cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:25:50.008335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T19:54:53.874165Z digest=sha256:3d43c6bc27741dd90cd492753465332af27da79b8508b9298e2a0f6404f2af02