Pith. sign in

Paper Citation Record · LEDGER

Resource Allocation for the Training of Image Semantic Communication Networks

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:30.994073Z digest=sha256:3d5f07e39289464907267e76aa83dc703d614ff296fa4a215df646a274cb563c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.005657Z digest=sha256:675176bde9feeb39699b75149cc85d1b8524b712a76673dfc2a9d9f3f5221027

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.016078Z digest=sha256:f80de77c4e6f32be25958b8082788fc641ae1841311923d9f70d876275b37d76

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.030283Z digest=sha256:9a398a288d754f0f717b2b6f7375ddb12a09f950ffb643729b825486b0d4bc61

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.036351Z digest=sha256:7e3a2bbfaa65ceaf7236f6a41ee3bb82f39b2c02f8d812c0e8cc32a6d813e790

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.040750Z digest=sha256:28afaf1461a8c2eb67a5359ced93d33b32df7d059179ce367308bf3658cdeaf4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.043766Z digest=sha256:3205dfadc40dc0bac9decb76426d07d276f005bc5360a64cd5be1478f24f2544

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.046793Z digest=sha256:3a43f78a411c335f374e865dea26492e78b2f42c74022aaa58a2c4d1c977fed4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.049803Z digest=sha256:11f9b74f873b4073a8722b793f97e9847c4f30c51eddbb585f00853fa1569a51

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.051867Z digest=sha256:fba7b1588e2b9b4e5af16a8fe1ea3d1ed21e65bc6d5fe4ff9d1db06d33e3fabc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.054268Z digest=sha256:4818d1ebed8764b71d3f4c7078c05aa601a6cbe38adfecc8e00253f32fef4bde

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.058310Z digest=sha256:4c07fa6b4d5b06cedeece77dea2a9f91b30fbf89ae12fe00372ce2334cd66da1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.061899Z digest=sha256:f839da5ae6a4a6fcb2acde573f5394e474d89f2becb70c96916bde9b115b17c7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.069740Z digest=sha256:22cd1c49500c7cde98e3a0e292811cdb43040f96685a8ef796e718829ff115f5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.210918Z digest=sha256:3dc641fd20de6abb8455efafa6bd11fd050dfa3ecd0cb0c553029140f4f9e3b9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.284601Z digest=sha256:c9c1b74bc4ad04bdd39f57fb461f58eeb5baacbbc405ab7acf32ec02a4d0f6a2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.293262Z digest=sha256:e116f1cf1997d9e25c68027d97aac99c17434c16eae9a4c0222f1fd92a8f390b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.302299Z digest=sha256:0da2d3643c50ac47b5f2360d869a484c843140d6ebf263843f91dab8135ebaa6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.305052Z digest=sha256:dad36a0fcdb0a1e16d039a001cb11e2747f61288d5627480df0ad785c7bf9aac

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.319269Z digest=sha256:7772764cb649f9714fd7478e4ec1a6b6f53f1d83eff950fef22a3028e2c86e94

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.507056Z digest=sha256:2c3b0bf56e57d0005666294eb77094198c1aa7756e3f34b63528402202f6acd4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.515949Z digest=sha256:46b9221a92db015e0644fc90a96e1b942da430a3488ef20d21071c3a0fef8a9f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.522602Z digest=sha256:302bd7fc8ace93831e2dda35f138da6dfc235a9414954a3d38b43278e2eccbfc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.525757Z digest=sha256:92ab473b34f8194162152d5c5b634c9d3aa4bc2ab701c67eaf7aee5595d1c2da

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.530267Z digest=sha256:ffcce55e9985a8808888133c34b59acc9f549bec19471fef463efe125c923574

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.533458Z digest=sha256:bb3a6c56b1cd4c367a73dde5117aa4d0147ecdc49600b58a9e63b5f26c9ed5f5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.537063Z digest=sha256:012c0c70df7c1a73d20dfa94bda0cc81c982d6051997cd89b7d2698a7435ba11

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.540633Z digest=sha256:a0c0a7d83cd81c2aee5f358bce564704a3466bcb1eb953dcdac00754846ee03a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.548422Z digest=sha256:97919fb1b6bf71ac012d92bbc905b3fc2a9d8f404d5db23cf5993530d794fde9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.551026Z digest=sha256:03fd54aa7a0ce51c9cd97c2be8dacb99fd842c8e59c703c0aab2609e0fa3973e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.571004Z digest=sha256:f4fe2fd49ee0ca8a1713897178d2eca8921374a4d9728c8b47f5e6f83f4a545d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.782481Z digest=sha256:6292a80ce5dbc6b77f9d2f0c3a9dc8420da91dc3abdde167729124654a5e45f6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.787089Z digest=sha256:9daf561981cdb449dacd026641cb1c8e99015651ae7a369cb4a1b9bd945ae68c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.791870Z digest=sha256:5462557112d6d602b54207d607a59ada4d064f9191e41cf4b123d118acb6d7e0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.794905Z digest=sha256:1cc2fe70be5f7d7f0b8a27dd553902cc7f0cc03a9686e84e8525762562f9069d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.799045Z digest=sha256:cdc42c97dff5167609f5582e43d4072f93bf6e57c5eb4dd3fe4c07e23c3e93d2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.802658Z digest=sha256:7edcaf4427c7b0e5d3d24d69036d5308f95fccbd7aff9096be018306aa7bf1eb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.806590Z digest=sha256:89d7e6e65724050b4ecc6b66fb6620c9eddfe628908a94a99068ce9633c12881

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.810429Z digest=sha256:b415877499e7748e13535d1ceea10dd9ea90f8ad30f2d46b1d5fbcbaca004dbb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.813893Z digest=sha256:68cc1771c8351a6e62859a568597a4b2ae784ef47cb6a21a45bfadc6814aab7c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.817791Z digest=sha256:08586ecbffc3ca4f6d87d593b2306aa94f610d5e7f531e5056983605779d376f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.821227Z digest=sha256:63835b485410d23d64473774b3e5c039341985321c9fff8624bf4830287d377a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.986219Z digest=sha256:1bf7d1d98d1e23cdc87119da133abf58bcfc64941262b99cb5bb579480c89c40

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:31.996424Z digest=sha256:2b1c768ea2c2c4967a78a26473b6d809487f07f317f52a5e9e4ce7fe2e093670

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.006962Z digest=sha256:350834ea12fe93a22d3fd5b744b2724a7147dcb3ab9bc08d419125440079b9c8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.011760Z digest=sha256:15aa1444741c2157d01660c752344c73e1ec6a3cb5538746d35f2923a8fbb483

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.014898Z digest=sha256:bfe573ca119ca062cb96f72aa3555f5229266606b81f9bd47f824ba35c3e4ee8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.018565Z digest=sha256:2ebd2496cfafbd5bb896f61627c95c8c2b70fedae16c424488692216487c0f7d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.022246Z digest=sha256:f28cf501f8136a79c195c9b5c5f9d328352e4fab12d5706efce59e41c84b8bbc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.026973Z digest=sha256:e6bc8a139ea3b879dae8f30cb340695c2d8707069cac1273bd83b65b22c36446

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.030268Z digest=sha256:09ffeedb31e24318341356c4659692eb68e8de88cf9d17a65c9a4d959dc8f9ad

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.033268Z digest=sha256:997d738a773d8bcaec4b17931cf05cdadde26f82fd6d462dc85a55003ad3b859

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T21:43:32.036889Z digest=sha256:bb53caef25414630c8c2d48c0525dbdad63be4ec67d29927aaa0f6d402958124

Pith citing papers

No inbound Pith citation observations are available.