Pith. sign in

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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.814992Z digest=sha256:9ace7f8f69e3c43aa50331009489aacb2dc2a8d7998f51b9c9bda5ec1e96e9c7

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.821799Z digest=sha256:d6afe91e467eb04e1c2dceaac8d1a8eb45e794cfb568c8c04628b7b374e7ecf2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.827481Z digest=sha256:874825172375554c784b3b137afc5e1349641ff56dc4a88e63ffa1c44e37d6b3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.834499Z digest=sha256:bca89a2105b233627a574365c02997e45aecf86ce6b7f567cee3acf4912c3f0d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.852038Z digest=sha256:7f2e8388ec3422d5a6382b1c4c342be27d4f76e54291c5750f6df8b894f2ed40

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.857238Z digest=sha256:22ffa555bceb31d0872ee2717b5670199a12379e69acd3159ff55772ecc29fdf

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.862715Z digest=sha256:91b936c8cd7405d741fa3862715ae0fe41bb1df8cd5fa1c245054e0db5465cac

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.869536Z digest=sha256:58d73a0ae855906243f108f874f76db2217b2aa4d075a7445685b090121f8f28

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.875232Z digest=sha256:a1988e0bcfe59a08ef753bb87b96e525b632058c59cce68eebe41562fbdd0989

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.887076Z digest=sha256:21a081c46f851529a3e0ac4a5df127d20d31bd64d83d4c724fc25a2ed80e0cf8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.892084Z digest=sha256:48e71d1f5e37d9e5e409d306b696e8ed3219446c0b5241267b57e0d7a98307cc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.898151Z digest=sha256:19b0f03c83ff048a9c300610020c846f7b460627717aef4a1f8054d16c1ea6f2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.904236Z digest=sha256:23666d96fea92cae3c5fb6b9fbce2b5e1cc8919010196e992ef0cfc8a8496d60

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.910128Z digest=sha256:e6670a94c38183dd723fa4d8f7be539d34b840479ee318f15f311a051531c1a2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.915788Z digest=sha256:2278704a89c55c8857f7c38242b6f82e91b97121296ceb73f90176484134f69f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.921416Z digest=sha256:2349e2742ee3f883e08477d4f51d30a1a742fc7a315b06a6e93a8a8a2cdf2f57

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.951824Z digest=sha256:318bf1497fa14f503757e898ed4d483729d997077306576c0d7800bd87a6ff07

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.963999Z digest=sha256:f15edc5c35cbabe0281a24d63cc8c6e39e4f37589d89d82d35b15ed559206f00

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.974629Z digest=sha256:ac3097ff9fca9972b44c7a6de64701d178d61dfc8a1b42bddd42b2be27e90d7a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.979556Z digest=sha256:3e3e08ea9453480be904b5f9b9d6c964c0e25507c3680e46c9bdadecd5b7c153

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.984911Z digest=sha256:9227234fad5aa0550789bee37a4bcbd9fbcebb461f1193310eb0a86c26994ed9

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:20.995965Z digest=sha256:cace2fec5971bc6fdab97ca9a9b1f3aa78e12a652a914c1cf20b28df8042c094

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.002822Z digest=sha256:41bf7d120fce032065318946f94f9aca8b69ae51c03983a89ad74d0dba5b075e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.008423Z digest=sha256:1f611f4c17d606334f2195407535b265d1c36510ef09ec69b5513e0392fb059b

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.014024Z digest=sha256:fc79624d69fb71656ce9a2f6e14cae941d22af819e9f71806d2806da484260f0

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.019600Z digest=sha256:570a8a3941c81b9d7bd975fccf3c846a4cd195bb492db340ee0491232dbb4e85

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.025185Z digest=sha256:bfd5893c54e3e880dd57b9fdd91461929e91755efb19dde425608e420635d3ce

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.031467Z digest=sha256:cf913b2b7f3e88f0244dec587ca79a69412a346b15c8b7d7cea0e2d6b6354fab

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.042294Z digest=sha256:270b63b143e342980c7c2c0d42f98cebfa6ca0e7c9fdc8c4b0a106187f6c07d5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.047995Z digest=sha256:40492fcf4b1208776b387ecb52fbc8cd7ddc3c5f1274b14382ef99d8ee9c4afc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.053433Z digest=sha256:af07dda3bdeee21c78147cbfe7a75041e9cf936691117c364acbcf1c644289e3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.058699Z digest=sha256:7b6cc5e58b57f84d8fcdb182de5f9647442d9cac5e11c42f4fc75b090473285b

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.064274Z digest=sha256:12e573df879666322b09858559affebde9e0e6e0fc19348de532936233c64ab1

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.070132Z digest=sha256:db9d60c600bf7880bb7fad8a354437e698c08d9fbe75fa0a8e8fc27e7407568e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.076434Z digest=sha256:aa7483b62262049dd64db6a061806e7109b86a57c2b630f13d1d1e4d0c05952d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.081440Z digest=sha256:127bfc438f70164fca749c0ead468a2151d1dc9d0312d791d863a06286c9b862

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.086680Z digest=sha256:a71f5548065ccbe8d8bd757dfb80e87a8aa6768ca03c1e801153ca55ad70b5cc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.091982Z digest=sha256:1121593825a61a747c0a81e96f847a437d8e995e5edf1c1d73353609b1ffcdc7

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.097802Z digest=sha256:b5bb83cbb20fad8b3424924246ab039dc8f090126ee16fadf6718c89366467c8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:14:21.103553Z digest=sha256:a243723a16b0eb1af7bed1d8f313b074cc44d3774b13f55c4f2efb1b2a408a1a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T19:54:53.874165Z digest=sha256:3381cefb680b9d04d16a6f5a2d795d9253f9403eb598889a253a1b982f45c761