Pith. sign in

Paper Citation Record · LEDGER

Resource Allocation for the Training of Image Semantic Communication Networks

As of 19 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2501.04408.

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

pith.paper-citation-record.v1
2501.04408 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:43:32.036889Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

68 of 68 outbound references displayed

  • verified exact1
  • verified fuzzy51
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bf30401c-4255-4ab0-b20b-7c8ba293c5bb · outbound

This paper cites Transformer-empowered 6G intelligent networks: From massive MIMO processing to semantic communication,.

Resource Allocation for the Training of Image Semantic Communication Networks Transformer-empowered 6G intelligent networks: From massive MIMO processing to semantic communication,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.823288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:30.994073Z digest=sha256:644b8ebb405ce306fa8eb20d2e2f36907cd4f9ffc60f9eecf498cd2e98533ab2

Observation d30f125c-d785-4467-b0c5-cf09da517749 · outbound

This paper cites Digital-twin- enabled 6G: Vision, architectural trends, and future directions,.

Resource Allocation for the Training of Image Semantic Communication Networks Digital-twin- enabled 6G: Vision, architectural trends, and future directions,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.813291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.005657Z digest=sha256:d854982b1f8cc487c0c461ff5a5627833728985db14c4a4ac205a5096178806e

Observation 4a3c7b87-f61e-453d-89d0-ab9842939e46 · outbound

This paper cites Joint optimization of task offloading and resource allocation in tactical edge networks,.

Resource Allocation for the Training of Image Semantic Communication Networks Joint optimization of task offloading and resource allocation in tactical edge networks,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.805483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.016078Z digest=sha256:4659b41703f3335f21b42beefd5554842e61b4049fe5a14b665c635e9941edb8

Observation 2abc4ec6-63f8-4eef-bf78-020c9a077838 · outbound

This paper cites A survey on digital twins: architecture, enabling technologies, security and privacy, and future prospects,.

Resource Allocation for the Training of Image Semantic Communication Networks A survey on digital twins: architecture, enabling technologies, security and privacy, and future prospects,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.795973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.030283Z digest=sha256:09e200a657acf2f664ba78831a8f978356f0a08ead27c45247e412e475672aa4

Observation 31c50ba7-748a-452f-8394-0322cf577aee · outbound

This paper cites Model-assisted learning for adaptive cooperative perception of connected autonomous vehicles,.

Resource Allocation for the Training of Image Semantic Communication Networks Model-assisted learning for adaptive cooperative perception of connected autonomous vehicles,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.625807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.036351Z digest=sha256:33e942bcce0c95bdeef8b86e7a38f1fac91ed74a52b5d448fcf2601310b8f140

Observation a105d027-224f-42ce-ab8c-8758fe7238e2 · outbound

This paper cites Joint RAN slicing and computation offloading for autonomous vehicular networks: A learning-assisted hierarchical approach,.

Resource Allocation for the Training of Image Semantic Communication Networks Joint RAN slicing and computation offloading for autonomous vehicular networks: A learning-assisted hierarchical approach,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.524916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.040750Z digest=sha256:9dd4ed4eaef61079d3a81a416471e0149eebe8f2ccabe7355d9616f0e4ecc6d9

Observation 49004c39-d30b-4f93-8936-e5d2f929627d · outbound

This paper cites Continuous user authentication by contact- less wireless sensing,.

Resource Allocation for the Training of Image Semantic Communication Networks Continuous user authentication by contact- less wireless sensing,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.516552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.043766Z digest=sha256:d1af9610fd6a1db16674837bdd0de660e7de8b5c176d473e929fe2242a84d5d1

Observation a9ce1f2b-959c-4e75-b1db-e3b29c9b78a6 · outbound

This paper cites Blockchain-aided secure semantic communication for AI-generated content in metaverse,.

Resource Allocation for the Training of Image Semantic Communication Networks Blockchain-aided secure semantic communication for AI-generated content in metaverse,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.508541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.046793Z digest=sha256:5e690de814826bc663a7d649598aff27bac3d48b9518fdf600cc842bc0ff58db

Observation 01cfe4a4-3432-4dbe-9146-9e09f3a98695 · outbound

This paper cites Enabling the wireless metaverse via semantic multiverse communication,.

Resource Allocation for the Training of Image Semantic Communication Networks Enabling the wireless metaverse via semantic multiverse communication,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.497802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.049803Z digest=sha256:0e220fd0298d8a3324cd7df8ddfccf86d9e5d080655bd85fd4f5354f0ffd8d4e

Observation 38c6292d-8694-4f14-a8d6-452d49aa00a5 · outbound

This paper cites MIRAS: Model- based reinforcement learning for microservice resource allocation over scientific workflows,.

Resource Allocation for the Training of Image Semantic Communication Networks MIRAS: Model- based reinforcement learning for microservice resource allocation over scientific workflows,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.488019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.051867Z digest=sha256:f0ce4c43427022d493fef14d25efbff737836d62b144eb29041bad2a58836545

Observation 8c89c257-a25b-4a06-a0c6-20b95b2d4e17 · outbound

This paper cites Spectral- efficient RIS-aided RSMA URLLC: Toward mobile broadband reliable low latency communication (mBRLLC),.

Resource Allocation for the Training of Image Semantic Communication Networks Spectral- efficient RIS-aided RSMA URLLC: Toward mobile broadband reliable low latency communication (mBRLLC),

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.355017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.054268Z digest=sha256:9a0a598a7083f128ae758a6efa03fa1fa4c0734f4c5a08d09d5d23da9f4447f0

Observation 9a654bd9-008c-4272-aae2-1b5f93756b28 · outbound

This paper cites Computation offloading and resource allocation in IoT-based mobile edge computing systems,.

Resource Allocation for the Training of Image Semantic Communication Networks Computation offloading and resource allocation in IoT-based mobile edge computing systems,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.323767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.058310Z digest=sha256:5000e6f40a051d0d8e2aff39acb9a984d456ca3e24103f3cdd957b9defe7d866

Observation 984fed57-bb41-483e-bb7d-55ed89a18733 · outbound

This paper cites an unresolved cited work.

Resource Allocation for the Training of Image Semantic Communication Networks Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:43:34.315132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.061899Z digest=sha256:035f2ad21f287bf02d98a2db498819ddd91db3774abc83af60b1b2f0f9273e9e

Observation f1746bbf-9b40-4a58-89cd-794d50fbc23f · outbound

This paper cites Semantic Communications: Principles and Challenges.

Resource Allocation for the Training of Image Semantic Communication Networks Semantic Communications: Principles and Challenges

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.064850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.064850Z digest=sha256:ace52afadb1de3dfdc0674aa2fe94f633731cd5eb1d92d72494400d64c6265f4

Observation 4bc93626-ce40-4aaf-8d19-a974a49ffc0e · outbound

This paper cites Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,.

Resource Allocation for the Training of Image Semantic Communication Networks Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.306557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.069740Z digest=sha256:c5d042e52e43936f27ae5d207a02041e712f3561b7c853ac5f8487dbca21819b

Observation 72aca316-37fa-4007-971b-1780350613c2 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Resource Allocation for the Training of Image Semantic Communication Networks Deep learning enabled semantic communication systems,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.094946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.094946Z digest=sha256:8c1ebc2f426a0423d598e369f5391f7b2f5fb3918ba4ac1dbd8d0f8dc9ba58d0

Observation 2e260207-02a5-4f2e-9a3e-dc074ea4251e · outbound

This paper cites Extended context-based semantic communication system for text transmission,.

Resource Allocation for the Training of Image Semantic Communication Networks Extended context-based semantic communication system for text transmission,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.184367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.210918Z digest=sha256:da7658a3f3f6f2803cba9f51f9a85ea44be6a36aa4a64f83993b0ee545538e63

Observation d9b3acd1-047f-4d36-a526-7d0993a01ee5 · outbound

This paper cites Semantic text compression for classification,.

Resource Allocation for the Training of Image Semantic Communication Networks Semantic text compression for classification,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.050806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.284601Z digest=sha256:e433bc2b8e9b35819957d3a8ca14fe0d9f97ce6847ed02f69d677978ef4587b1

Observation 0a6b5aa8-528d-4e3a-a35e-f0b3110d3555 · outbound

This paper cites A robust deep learning enabled semantic communication system for text,.

Resource Allocation for the Training of Image Semantic Communication Networks A robust deep learning enabled semantic communication system for text,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.042818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.293262Z digest=sha256:7a5d17e8ec2237c54ca2850fa0d9fc34e31d68c1534c42ed4a68a39540d26fe9

Observation 0ac5fdcd-574f-4203-9034-080442209e9f · outbound

This paper cites Deep learning-based image semantic coding for semantic communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Deep learning-based image semantic coding for semantic communications,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:34.036401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.302299Z digest=sha256:9870ca6fd6a2079d86323ba6723178a3fb4afc521157d8a33ba461f950ca0245

Observation b0ced528-bc12-49d1-9907-00890c2083ee · outbound

This paper cites Wireless end-to-end image transmission system using semantic communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Wireless end-to-end image transmission system using semantic communications,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.964198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.305052Z digest=sha256:73050f3f5a5f0622d14f5928c767e8435eaa3d2bf3b94a0ef6a6e1927df50d6e

Observation ce4d37db-c6dd-479e-a8b1-1bf2fa4f2f03 · outbound

This paper cites Dif- fusion models for audio semantic communication,.

Resource Allocation for the Training of Image Semantic Communication Networks Dif- fusion models for audio semantic communication,

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.308017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.308017Z digest=sha256:1456967fa3ed5d1f074b6a478f33e3612a680154b07cfa7df65ffc39a1719fe7

Observation d36b350a-3c7e-449e-bd74-a53beeae91ac · outbound

This paper cites Wireless semantic commu- nications for video conferencing,.

Resource Allocation for the Training of Image Semantic Communication Networks Wireless semantic commu- nications for video conferencing,

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.311612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.311612Z digest=sha256:fc206408438656b65c49af429a6944a866436be839aba1339928cef68b7cb598

Observation 50ca6d4e-7070-4bb1-8ed5-dc9f227c3c05 · outbound

This paper cites Attention is all you need,.

Resource Allocation for the Training of Image Semantic Communication Networks Attention is all you need,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.314703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.314703Z digest=sha256:4c3e823ac1ff9e813aa1ee3a28d983521a940e4fd397b1c0f54f964073d34bc7

Observation 45e3b225-beac-4467-9156-96988bafc632 · outbound

This paper cites A survey of transfer learning,.

Resource Allocation for the Training of Image Semantic Communication Networks A survey of transfer learning,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.871813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.319269Z digest=sha256:b32af2a96ba6515f8492f64066a64d009bc502a4d2db512a80214c9887729740

Observation c78effad-807c-4715-94bf-e31b678f7a2b · outbound

This paper cites Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context.

Resource Allocation for the Training of Image Semantic Communication Networks Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.322906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.322906Z digest=sha256:c357f6adb45fb15c84b09b4eea02d0819d9fcf7a87b272bcc8b3e67a1d46b641

Observation 7ecae1f0-b2d0-4bd6-9406-2fa8af1eb819 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Resource Allocation for the Training of Image Semantic Communication Networks Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.327560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.327560Z digest=sha256:7959d700a84a16e6f8865be0cb27bee6ede6385a78133dd251634be3c25d4ab0

Observation 19a63485-6b7e-4ad1-a937-4c23b393f953 · outbound

This paper cites Semantic communication systems for speech transmission,.

Resource Allocation for the Training of Image Semantic Communication Networks Semantic communication systems for speech transmission,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.432236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.432236Z digest=sha256:07cc5f2c877374f74c0b97617df51cca201e0ae148172897baa68d30e153da61

Observation 28401623-142b-487e-ad50-f1b13b63847f · outbound

This paper cites Resource allocation for text semantic communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Resource allocation for text semantic communications,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.503385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.503385Z digest=sha256:3543260a99e2803c1089b7bcf9bb484e4c08a462db1517879cf9e4d30be79494

Observation fb4de344-059b-4380-afd7-2a99923c0d15 · outbound

This paper cites QoE-aware resource allocation for semantic communication networks,.

Resource Allocation for the Training of Image Semantic Communication Networks QoE-aware resource allocation for semantic communication networks,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.855362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.507056Z digest=sha256:200b64745be0ecbf5a3c772607f9f1067f3983b161515c99ee2acfa9422f8fb5

Observation 44732dfc-0e0b-4533-8c32-47cf94fb9ed1 · outbound

This paper cites Performance optimization for semantic communications: An attention- based reinforcement learning approach,.

Resource Allocation for the Training of Image Semantic Communication Networks Performance optimization for semantic communications: An attention- based reinforcement learning approach,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.805505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.515949Z digest=sha256:f2ca91ed284f6ba219c114b7d0cba2a5053a120266695cd06ad8022dbd2f527a

Observation 1f6d2036-513c-4130-90ef-e7eea9880645 · outbound

This paper cites Energy efficient semantic communication over wireless networks with rate splitting,.

Resource Allocation for the Training of Image Semantic Communication Networks Energy efficient semantic communication over wireless networks with rate splitting,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.686295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.522602Z digest=sha256:2e9e4fb138a44d59b4c426a22b4c2a391c82cb2a75d500e47f1a48bd86228cd1

Observation 286d9b42-27d3-4242-b467-3d1e1dccae60 · outbound

This paper cites Drl-driven dynamic resource allocation for task-oriented semantic communication,.

Resource Allocation for the Training of Image Semantic Communication Networks Drl-driven dynamic resource allocation for task-oriented semantic communication,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.678728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.525757Z digest=sha256:3af1debe60c4c9fa2a124a732da81ce1701154c76ea6c4d1b4099fb5efa934c1

Observation af460ffc-ef47-4855-bdda-b8e64025da40 · outbound

This paper cites Optimization of image transmission in a cooperative semantic communication networks,.

Resource Allocation for the Training of Image Semantic Communication Networks Optimization of image transmission in a cooperative semantic communication networks,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.671507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.530267Z digest=sha256:4d4f31115f41636fa34f38c1c144197817bb55132108684b813193ba8067e897

Observation 4a53b64b-d19f-4d2e-b8f6-1b68b806cf95 · outbound

This paper cites An efficient federated learning framework for training semantic communication systems,.

Resource Allocation for the Training of Image Semantic Communication Networks An efficient federated learning framework for training semantic communication systems,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.663005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.533458Z digest=sha256:9b77473fc11a304805eb14d2797ef28fb5c38db437f9da5a85db50b066b39043

Observation b4520180-e863-4b90-af4c-17fcb29b4f4f · outbound

This paper cites Federated learning-based co- operative model training for task-oriented semantic communication,.

Resource Allocation for the Training of Image Semantic Communication Networks Federated learning-based co- operative model training for task-oriented semantic communication,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.578238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.537063Z digest=sha256:fcb43e8cc6bf5ab24141c5b6d1bda98018fd2e7611f7eb87d4d1f73cb44e3334

Observation 5f18e186-d116-4f3c-bfd0-da187b0575fa · outbound

This paper cites Federated contrastive learning for personalized semantic communication,.

Resource Allocation for the Training of Image Semantic Communication Networks Federated contrastive learning for personalized semantic communication,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.569066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.540633Z digest=sha256:b51d2b903940fa4b4285e24a07279278f20a1816429b4519dc77b63fe0a9209e

Observation 3f054c66-5a0c-4655-a1ef-5cedf1c36b9b · outbound

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

Resource Allocation for the Training of Image Semantic Communication Networks Deep joint source- channel coding for wireless image transmission,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.544738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.544738Z digest=sha256:54c1e10cf05aad1950ab831b830486d10388fbe7b9bea487e10a4b5dd535179a

Observation fb66ddfe-2daa-4aa6-b933-85ceea576ff3 · outbound

This paper cites Image restoration under semantic communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Image restoration under semantic communications,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.555659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.548422Z digest=sha256:fce53cdcbafb5e0343e7ffd6d38df4217e6deb2e0bb3a89714a0e76be322183d

Observation 3633d0fa-4c75-4eda-bd5d-cfe0b7c535fa · outbound

This paper cites Semantic change driven generative semantic communication framework,.

Resource Allocation for the Training of Image Semantic Communication Networks Semantic change driven generative semantic communication framework,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.547442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.551026Z digest=sha256:e2496f1ed9be65120fadf8546d874cd38a879f8db2efb57f6a16152021baeab2

Observation 32b4e38b-f567-4eea-a287-fdd1a422fda8 · outbound

This paper cites HFEL: Joint edge asso- ciation and resource allocation for cost-efficient hierarchical federated edge learning,.

Resource Allocation for the Training of Image Semantic Communication Networks HFEL: Joint edge asso- ciation and resource allocation for cost-efficient hierarchical federated edge learning,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.356777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.571004Z digest=sha256:b802374e7bb84d7be4a988167f59e88e3b47cf7601a7059beb005402d9aed0be

Observation 56d382c7-cb32-4ee3-951a-a5c8a3e1308c · outbound

This paper cites Energy efficient federated learning over wireless communication networks,.

Resource Allocation for the Training of Image Semantic Communication Networks Energy efficient federated learning over wireless communication networks,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.678053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.678053Z digest=sha256:8cbcb2e80c017e46200a3b06f14b95b72d218df00c5cc7a2dc554c6ad01b9215

Observation 7884ad27-1521-434c-a524-7fe4752efa95 · outbound

This paper cites Federated learning over wireless networks: Convergence analysis and resource allocation,.

Resource Allocation for the Training of Image Semantic Communication Networks Federated learning over wireless networks: Convergence analysis and resource allocation,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.768084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.768084Z digest=sha256:6735949472cba2a66b7c8a72304e822d318455f1ad1c2a717b740af10f603fe5

Observation 57278460-0943-459b-9246-e931213a132e · outbound

This paper cites DetFed: Dynamic resource scheduling for deterministic federated learning over time-sensitive networks,.

Resource Allocation for the Training of Image Semantic Communication Networks DetFed: Dynamic resource scheduling for deterministic federated learning over time-sensitive networks,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.774388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.774388Z digest=sha256:129799eea7230a0aca00079b90cb713686f378154e31d534b94fb874bb4184a2

Observation 13006b6c-6c26-4186-83c6-07972cbadc95 · outbound

This paper cites Joint optimization of en- ergy consumption and completion time in federated learning,.

Resource Allocation for the Training of Image Semantic Communication Networks Joint optimization of en- ergy consumption and completion time in federated learning,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.244830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.782481Z digest=sha256:34ba574a522dbc2cbf49015c0b6da4eaefd54be7528f406e734c61633fda4231

Observation e3f29ecd-8718-4061-a802-9f1505a60c62 · outbound

This paper cites To talk or to work: Flexible communication compression for energy efficient federated learning over heterogeneous mobile edge devices,.

Resource Allocation for the Training of Image Semantic Communication Networks To talk or to work: Flexible communication compression for energy efficient federated learning over heterogeneous mobile edge devices,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.233902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.787089Z digest=sha256:d5340e6197210763793531dc6dcba59f519930813f81d68a8b5f91b751c2196c

Observation c86cb1d6-f987-48d7-a83a-85650251c8d2 · outbound

This paper cites Toward semantic communications: Deep learning-based image semantic coding,.

Resource Allocation for the Training of Image Semantic Communication Networks Toward semantic communications: Deep learning-based image semantic coding,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.224879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.791870Z digest=sha256:97c211095c96746876c1abe90e1c5e89c0392e88b1af3ab82da121751a69ba05

Observation 7587a641-f48c-4bf3-8a68-df638b6d2dc1 · outbound

This paper cites Se- mantic segmentation-based semantic communication system for image transmission,.

Resource Allocation for the Training of Image Semantic Communication Networks Se- mantic segmentation-based semantic communication system for image transmission,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.026413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.794905Z digest=sha256:82c543dd0f0bd999062da76cf099bc7977ed5d7f873057c2d422aec800123623

Observation 3b6e13c0-dce8-4125-a3f1-a7c51247c7b3 · outbound

This paper cites Innovative semantic communication system.

Resource Allocation for the Training of Image Semantic Communication Networks Innovative semantic communication system

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-08-10T21:43:32.206434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.799045Z digest=sha256:bf9474f2ab23560767f4aa2ffec478076f3a34bf5e6fbb3849636cca7a36d3b6

Observation b3df2d46-0c53-41b2-918f-7a80dd4ddfb1 · outbound

This paper cites Fair end-to-end window-based congestion control in time-varying data communication networks,.

Resource Allocation for the Training of Image Semantic Communication Networks Fair end-to-end window-based congestion control in time-varying data communication networks,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:33.006863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.802658Z digest=sha256:1ca118fa58d0e045db1a7253ae8f0140ddd852ab8b3e1f7c3af011e5e738b579

Observation 77a6144d-33dd-411e-a0fa-8577532b5745 · outbound

This paper cites Reward optimization for content providers with mobile data subsidization: A hierarchical game approach,.

Resource Allocation for the Training of Image Semantic Communication Networks Reward optimization for content providers with mobile data subsidization: A hierarchical game approach,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.997525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.806590Z digest=sha256:959b3af4456024c0e4f2ada39c7c47cebff81612a162c4f3f5c51bcb6a713bf6

Observation 6d58f52b-a0a4-440a-a770-07d0163e213b · outbound

This paper cites Cambini and L.

Resource Allocation for the Training of Image Semantic Communication Networks Cambini and L

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.989629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.810429Z digest=sha256:8429cc5a9679290ad58bab2d52d90e1259e27b8a0e397b6dd525eb9d94d20286

Observation c25927d3-289d-4102-b7dc-65fed81fce91 · outbound

This paper cites An efficient global optimization algorithm for nonlinear sum- of-ratios problem,.

Resource Allocation for the Training of Image Semantic Communication Networks An efficient global optimization algorithm for nonlinear sum- of-ratios problem,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.981455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.813893Z digest=sha256:bf332f7e654f52c118be97a91ef9a090ed3696536bcb8637b5df65d407754f4c

Observation 1ccd228b-1d4a-44e8-b75c-56e5a767f283 · outbound

This paper cites Fractional programming for communication systems—Part I: Power control and beamforming,.

Resource Allocation for the Training of Image Semantic Communication Networks Fractional programming for communication systems—Part I: Power control and beamforming,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.970575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.817791Z digest=sha256:d740d5508ec98eed0c4c832616aa67fe5e5073e4508975f55f1624ad38929456

Observation c35329ed-ac69-40f7-b2d9-a71f2799bf8f · outbound

This paper cites Fractional programming for communication systems—Part II: Uplink scheduling via matching,.

Resource Allocation for the Training of Image Semantic Communication Networks Fractional programming for communication systems—Part II: Uplink scheduling via matching,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.800860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.821227Z digest=sha256:7ef7cf5785e0fb4eeedbc1bb45e0cb4459e9c2e645ce0ca7e295c1172d4dc0c6

Observation 1aab7fb7-1248-4d64-a7f1-c6ba877296a5 · outbound

This paper cites an unresolved cited work.

Resource Allocation for the Training of Image Semantic Communication Networks Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.835459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.835459Z digest=sha256:d4f3302849f103a7f7dd88e8157624e58c5e8ae0d98878ba7c031261bd2e79bc

Observation fafb02a5-e9bd-41e0-b667-f38cd91cdcaa · outbound

This paper cites Deep joint source-channel coding for semantic communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Deep joint source-channel coding for semantic communications,

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-10T21:43:31.914441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.914441Z digest=sha256:cfecb3018887e61c9b7f42a5994d4ba7b9182ad424d2cabfb1f91ec9b075326c

Observation 182d034b-7ed0-4cba-aeec-626df10be613 · outbound

This paper cites Joint source-channel coding for channel-adaptive digital semantic communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Joint source-channel coding for channel-adaptive digital semantic communications,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.784719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.986219Z digest=sha256:8cbca71f4f47524126c5d273e40282fea10052826a6bd7f183ea5868b51e50a2

Observation 1812a39f-83cb-4679-a3d1-e7e61f10c79e · outbound

This paper cites Cddm: Channel denoising diffusion models for wireless communications,.

Resource Allocation for the Training of Image Semantic Communication Networks Cddm: Channel denoising diffusion models for wireless communications,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.778369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:31.996424Z digest=sha256:7e110397a7deac49ca18b1137ed2ec1d5a05375a3a10df6f713749088b642e57

Observation d445019d-6411-494d-8809-3006d3accd5a · outbound

This paper cites Optimizing utility-energy efficiency for the metaverse over wireless networks under physical layer security,.

Resource Allocation for the Training of Image Semantic Communication Networks Optimizing utility-energy efficiency for the metaverse over wireless networks under physical layer security,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.769620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.006962Z digest=sha256:ba35116885d9cf30b7ddb25e1302290ff948c430120ab2a3a8a244cf4b0e6d7b

Observation 20f5f5ac-6ab8-4464-ad37-72c8226c3453 · outbound

This paper cites Wireless image transmission with semantic and security awareness,.

Resource Allocation for the Training of Image Semantic Communication Networks Wireless image transmission with semantic and security awareness,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.618755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.011760Z digest=sha256:94a0744f9782e7495e92a5945645f15b3daf08f3ddb98b61029dd29b2ea25b34

Observation a87d7328-4b01-432b-a19e-f6bab70cfd22 · outbound

This paper cites Semantic communications for image recovery and classification via deep joint source and channel coding,.

Resource Allocation for the Training of Image Semantic Communication Networks Semantic communications for image recovery and classification via deep joint source and channel coding,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.593989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.014898Z digest=sha256:117854f9d1a8f9224cc234b3fe27ce06f53e1a8938ef1f9282fdaa1f4a5a6f80

Observation 6c2a4ed9-cb57-403a-aa00-cf335f7b29cc · outbound

This paper cites Drl-based energy- efficient resource allocation frameworks for uplink noma systems,.

Resource Allocation for the Training of Image Semantic Communication Networks Drl-based energy- efficient resource allocation frameworks for uplink noma systems,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.583982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.018565Z digest=sha256:48164e3447f896946701d087cbb72f3c4fd7c4af1cc5dd81017fed928bc8cb1f

Observation 678f5f01-09ea-453e-89d1-2ee76264b67c · outbound

This paper cites A drl-driven intelligent optimization strategy for resource allocation in cloud-edge-end cooperation environments,.

Resource Allocation for the Training of Image Semantic Communication Networks A drl-driven intelligent optimization strategy for resource allocation in cloud-edge-end cooperation environments,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.461044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.022246Z digest=sha256:498a13864ee06321ae43322059528399493639621b0a2751cce715cb0bc81a6c

Observation 82ee3b39-65a1-48c7-b79f-3a1417db1c5d · outbound

This paper cites Deep reinforcement learning- based resource allocation in multi-access edge computing,.

Resource Allocation for the Training of Image Semantic Communication Networks Deep reinforcement learning- based resource allocation in multi-access edge computing,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.452270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.026973Z digest=sha256:eaa68dc5ec223bfe99bd531bd407420579b21ca01351fcb3bab6acc286d43407

Observation cacac782-378b-48f5-987a-9d68db89e789 · outbound

This paper cites Mobile edge adversarial detection for digital twinning to the metaverse: A deep reinforcement learning approach,.

Resource Allocation for the Training of Image Semantic Communication Networks Mobile edge adversarial detection for digital twinning to the metaverse: A deep reinforcement learning approach,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.442475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.030268Z digest=sha256:25be39983a2957735a3695e963a68e07fd0ddbbc7d272a2bb6f77f7d57c4a4e1

Observation 10cd6f69-2608-4164-aaac-f85741c4aeea · outbound

This paper cites Counterfactual reward estimation for credit assignment in multi-agent deep reinforcement learn- ing over wireless video transmission,.

Resource Allocation for the Training of Image Semantic Communication Networks Counterfactual reward estimation for credit assignment in multi-agent deep reinforcement learn- ing over wireless video transmission,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.331348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.033268Z digest=sha256:4280aa6e824d911ba7cbb961f4dc6c60a558bb15b8a256c0f0e6f68cbf089cd3

Observation 7206fae5-4b10-4e69-a03e-6a81d993c948 · outbound

This paper cites Her research interests include Optimization, Federated Learning, Wireless Communications.

Resource Allocation for the Training of Image Semantic Communication Networks Her research interests include Optimization, Federated Learning, Wireless Communications

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:43:32.245460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:43:32.036889Z digest=sha256:0a25d833b04fd2c9ec4853ffbcf31663df5a4c87707b97763379614915a63294

Pith citing papers

No inbound Pith citation observations are available.