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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

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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.

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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

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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=sha256:7790d64684ad37178e4bb0d1c895031a8200639982bea4c55d57828a4865a0b7

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

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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:d3fabe58d699f746b2c83dff4388163a822e62a6b6dac9f41c826228d1352f6c

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

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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:c5d764c6542903f18446d02253ab829d2734716f313940d7b85c26bd44c3a715

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

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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=sha256:023013bace1444c5f1060088d3496b63726508b2c94e146f7acbb63a06aedba0

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

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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=sha256:6ae38b0412109f7b20fcc60b8c20fe4d2e6e71ad47d0f9797132ea7b2c9e1026

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

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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=sha256:8bababbd4607bb8edfcd755f91da1eea45349c2a16454b38092b2ffbfca89fae

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

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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:c9a78f0041b57d0350e80ffd9fc6f5123e8af0b168a57704b2f4c35f67e9b886

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

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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=sha256:85a5780ce1f08abcc95464e47d8bf6cb136501d2890a13877d8d4567c9e62837

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

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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.

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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

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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=sha256:845dbb4bedf649e871fb7b955fb06b16e0823847c6b1ed33576723ed05ba7746

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

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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:d1e5dd1676cf922f5f58faab504db8472ec552e241c329cc6d066904666eb94f

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

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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=sha256:638fc1ec6cdc7c4e5d8b6eb7d2f24fb92a155d07e51867a9a9752c59c0c478fc

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

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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=sha256:04ed7c98fbb497fd0ac9d4d32fabc53428a9131c9a4c6143babcf58684ee10e7

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

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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:a33cdc72de3cae64bd9f1355d33b985915711eb974447020ad95b693701bb236

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

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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:f251f232e0dad20ca88097a89cd4c91f754a194f02ee5cd6c8c7af457ba75760

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

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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=sha256:6a3a4df0d9ce2e4eda038ccafe5d21f2ff9dbe1e619876ee147a543d72e4d35d

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

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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:ccf496ca77e58566b29af115a5d59c91658a7dd848be02b95f15c50d36a0f31e

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

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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:ded7a11c46ec80479719906b004453ab12b508570da1f40fafc03628b7bf6a60

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

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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.

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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

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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.

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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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.308017Z digest=sha256:d873fcccf9c24f1cc01f9d95727d6b5e9989edd9131e87c008f87c8498e2af65

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.311612Z digest=sha256:f2e8dce3a2bcea3165c40286c6fc236ce90bee710035830ac5bba841d49e0bce

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

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T21:43:31.314703Z digest=sha256:7c3b54f200ffb10571ecc7d19e4d568e0129bf7f6842a38d8f8d6f61134d0876

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

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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=sha256:6f382bcdde78d2b70412e0fa8e26a4b367535b24f3640e5d3afba7f4331e0bce

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.322906Z digest=sha256:8f83f5f828aa65fe65716dafcbf74e00f92715a394e2a4b920180c6fb0cb472f

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.432236Z digest=sha256:1f1d1e4e73094bca44eb697623e1133a82ae88e06e66e80852454be348df72be

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:43:31.503385Z digest=sha256:c2b04dd4c728ee99e7f90a69ea071554ad5f20f42b66d311af6a7e056760697b

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

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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=sha256:519e25d972f3daa344c38fdaecb09550259a994c4f4041723a2d8259a2a3485f

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

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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=sha256:6d8876dad479c5c5ca148f2ea42b2c9673b5407be7911313d3d1990482c9335f

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

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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:d2be2a40783f74fa6fc5efa02727a039fdd89e21290c97745669902d03de3fb9

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

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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=sha256:61b985ea96d129d9b8550e82a6d67a5503d8a94345a4458af3c327b7a4f4c2ba

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

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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=sha256:88b73a75e9955b3d09b49badc487ed380ca0807022b84a1b47a45d553a962e45

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

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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=sha256:50d87527e16e6f0ef69fe5d69e9d3fa3fb3b32bcaa59a91d3a330bc1c2aa18b5

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:faf839c8a55df77531b58784532d05d6a7d19d6bf3cefd1df5b4cd7cda608d70

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:bf2d41d195dbf829632452eeb3bbbf3174b8f2be2a26012918986ede15058dd1

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=sha256:6c98f4858e1a421d05a014ccc4fcfcc64a89e8711fb9eb64ed003142239052de

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=sha256:8220ec513adbeda71f6c7c5da469eaa6ddb5c4236acc566f12b2c707c587f3d4

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=sha256:5566acf76fc9dd12d1370b39e68ccf5286a9f187ea68dbaf688b03b569ebfee0

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=sha256:4b68e461dae805d23f134b116de620673db2b4ff9944bfab70e369f363f88ee7

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=sha256:8d418ae9af43b71ad7aaa6122dc8721d25d5dc9b6f17191177c9aec246542af0

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:c1f1b11cb09e0ebd59ec794e74872f89ad445cc89f109b2ff3d808150a137c66

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:fe7928077f6c0765f1edcbb65606bba25e8025e1fda1899174219519733e9873

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=sha256:730239fb13b3f7f47ba2269d6a8c0d201717abcccee14b4073b88d4a3bac5249

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:dceede4ff1ee25e6e1f866b7fc47ec2954dc1d883b77e3c185026cd2bf432caa

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:aa509dc225ccdebb348ba3408ab30ff45d184561847464629ae1fdbe99b806b5

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:f138c24e5a7047a2df5765489e1800933e0c6d70154e725a50804bb5e2c5c93f

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=sha256:8bfbad4e0d574f1c8a58645fbe61f100bf65f52d9e3d8f2b53c243ca3a801093

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=sha256:9936efb989484a67e7f08cf2b122002ef5b139b14864b98a41e507ab50e40e2b

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=sha256:2794761f85e18fcecdc3f5917b33ee96bdcaf18b36050399b3b6ab393167b05b

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=sha256:9d666c5d2e5607cc2176b229af31cc8295f029fd5332c85995864430ac6156db

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:a8ce94ab77e365408cd9f2d0d0f8175bbe4063b8f445b7fc2529d254efc6bb5c

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=sha256:7d7e4b81fd77d8827743fc816953eae0893af7964a7abbe09595a2e715b5ccf8

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:ed9418e6106b4c47d63c58f53e1597eff88f5450f14dce5676b720ab2a268707

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=sha256:42037b881abf7994571ccd379075bf89fe161652b2566dd1001068c5fd0d4354

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:c7f950dcee430d06339d00de7c5d3986048457d793f8448c7056980cdb3f591c

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:d39379546230079b98c8c982d0cbcc3d1d3807e9a9ff9fc53899b6eb0740ba4a

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=sha256:202b97b34c5818b946b44f7ec5b5399500b8a8f4d2228211df12181130792cb5

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=sha256:627e3011e6e3bbd0ab7569756bc45eca5ae01dc88d35f7103defa70aeca3a0de

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=sha256:3bc35937e9fb501a23d7cdd31f928056532fba9cc00249b8d70fbc8abab4e0e2

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:a1f69a599de1a781b6c7dbe4c23f8d8ae056600b62dd46afddb06ce014a35a0f

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=sha256:51430ad2838b76e69be0f26e2b0a3f5c74f1aa6d144fdb6398ca682929a5c1b9

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:e07096bcb2cb3c7f874935be34de48ab02fb214ffcb9bd64ef5f71baa4cc8d46

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=sha256:608543d869d1f44126ca5fcf5de1454714f1390a950a15ec544e71bf9db2ff16

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=sha256:713e441f3298f9234fbaeaac54e485f02b31c82ae02f37740d21d0c63a33e91e

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:fcd65230d61ab84720b4f81669a11dea0221113958133149d0033391ff0800b0

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=sha256:1042f652eb417fb1c0eed43d3dc1d3ee53d7f14d058c11b5ae1265fbd3e3d1f2

Pith citing papers

No inbound Pith citation observations are available.