Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:43:32.036889Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:43:32.036889Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
68 of 68 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bf30401c-4255-4ab0-b20b-7c8ba293c5bb · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Transformer-empowered 6G intelligent networks: From massive MIMO processing to semantic communication,
Reference 1
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.
Observation d30f125c-d785-4467-b0c5-cf09da517749 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Digital-twin- enabled 6G: Vision, architectural trends, and future directions,
Reference 2
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.
Observation 4a3c7b87-f61e-453d-89d0-ab9842939e46 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Joint optimization of task offloading and resource allocation in tactical edge networks,
Reference 3
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.
Observation 2abc4ec6-63f8-4eef-bf78-020c9a077838 · outbound
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
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.
Observation 31c50ba7-748a-452f-8394-0322cf577aee · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Model-assisted learning for adaptive cooperative perception of connected autonomous vehicles,
Reference 5
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.
Observation a105d027-224f-42ce-ab8c-8758fe7238e2 · outbound
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
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.
Observation 49004c39-d30b-4f93-8936-e5d2f929627d · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Continuous user authentication by contact- less wireless sensing,
Reference 7
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.
Observation a9ce1f2b-959c-4e75-b1db-e3b29c9b78a6 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Blockchain-aided secure semantic communication for AI-generated content in metaverse,
Reference 8
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.
Observation 01cfe4a4-3432-4dbe-9146-9e09f3a98695 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Enabling the wireless metaverse via semantic multiverse communication,
Reference 9
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.
Observation 38c6292d-8694-4f14-a8d6-452d49aa00a5 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks MIRAS: Model- based reinforcement learning for microservice resource allocation over scientific workflows,
Reference 10
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.
Observation 8c89c257-a25b-4a06-a0c6-20b95b2d4e17 · outbound
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
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.
Observation 9a654bd9-008c-4272-aae2-1b5f93756b28 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Computation offloading and resource allocation in IoT-based mobile edge computing systems,
Reference 12
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.
Observation 984fed57-bb41-483e-bb7d-55ed89a18733 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Unresolved cited work
Reference 13
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.
Observation f1746bbf-9b40-4a58-89cd-794d50fbc23f · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Semantic Communications: Principles and Challenges
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bc93626-ce40-4aaf-8d19-a974a49ffc0e · outbound
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
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.
Observation 72aca316-37fa-4007-971b-1780350613c2 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Deep learning enabled semantic communication systems,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e260207-02a5-4f2e-9a3e-dc074ea4251e · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Extended context-based semantic communication system for text transmission,
Reference 17
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.
Observation d9b3acd1-047f-4d36-a526-7d0993a01ee5 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Semantic text compression for classification,
Reference 18
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.
Observation 0a6b5aa8-528d-4e3a-a35e-f0b3110d3555 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks A robust deep learning enabled semantic communication system for text,
Reference 19
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.
Observation 0ac5fdcd-574f-4203-9034-080442209e9f · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Deep learning-based image semantic coding for semantic communications,
Reference 20
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.
Observation b0ced528-bc12-49d1-9907-00890c2083ee · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Wireless end-to-end image transmission system using semantic communications,
Reference 21
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.
Observation ce4d37db-c6dd-479e-a8b1-1bf2fa4f2f03 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Dif- fusion models for audio semantic communication,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d36b350a-3c7e-449e-bd74-a53beeae91ac · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Wireless semantic commu- nications for video conferencing,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50ca6d4e-7070-4bb1-8ed5-dc9f227c3c05 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Attention is all you need,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45e3b225-beac-4467-9156-96988bafc632 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks A survey of transfer learning,
Reference 25
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.
Observation c78effad-807c-4715-94bf-e31b678f7a2b · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ecae1f0-b2d0-4bd6-9406-2fa8af1eb819 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19a63485-6b7e-4ad1-a937-4c23b393f953 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Semantic communication systems for speech transmission,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28401623-142b-487e-ad50-f1b13b63847f · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Resource allocation for text semantic communications,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb4de344-059b-4380-afd7-2a99923c0d15 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks QoE-aware resource allocation for semantic communication networks,
Reference 30
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.
Observation 44732dfc-0e0b-4533-8c32-47cf94fb9ed1 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Performance optimization for semantic communications: An attention- based reinforcement learning approach,
Reference 31
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.
Observation 1f6d2036-513c-4130-90ef-e7eea9880645 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Energy efficient semantic communication over wireless networks with rate splitting,
Reference 32
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.
Observation 286d9b42-27d3-4242-b467-3d1e1dccae60 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Drl-driven dynamic resource allocation for task-oriented semantic communication,
Reference 33
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.
Observation af460ffc-ef47-4855-bdda-b8e64025da40 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Optimization of image transmission in a cooperative semantic communication networks,
Reference 34
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.
Observation 4a53b64b-d19f-4d2e-b8f6-1b68b806cf95 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks An efficient federated learning framework for training semantic communication systems,
Reference 35
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.
Observation b4520180-e863-4b90-af4c-17fcb29b4f4f · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Federated learning-based co- operative model training for task-oriented semantic communication,
Reference 36
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.
Observation 5f18e186-d116-4f3c-bfd0-da187b0575fa · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Federated contrastive learning for personalized semantic communication,
Reference 37
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.
Observation 3f054c66-5a0c-4655-a1ef-5cedf1c36b9b · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Deep joint source- channel coding for wireless image transmission,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb66ddfe-2daa-4aa6-b933-85ceea576ff3 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Image restoration under semantic communications,
Reference 39
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.
Observation 3633d0fa-4c75-4eda-bd5d-cfe0b7c535fa · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Semantic change driven generative semantic communication framework,
Reference 40
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.
Observation 32b4e38b-f567-4eea-a287-fdd1a422fda8 · outbound
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
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.
Observation 56d382c7-cb32-4ee3-951a-a5c8a3e1308c · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Energy efficient federated learning over wireless communication networks,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7884ad27-1521-434c-a524-7fe4752efa95 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Federated learning over wireless networks: Convergence analysis and resource allocation,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57278460-0943-459b-9246-e931213a132e · outbound
Resource Allocation for the Training of Image Semantic Communication Networks DetFed: Dynamic resource scheduling for deterministic federated learning over time-sensitive networks,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13006b6c-6c26-4186-83c6-07972cbadc95 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Joint optimization of en- ergy consumption and completion time in federated learning,
Reference 45
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.
Observation e3f29ecd-8718-4061-a802-9f1505a60c62 · outbound
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
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.
Observation c86cb1d6-f987-48d7-a83a-85650251c8d2 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Toward semantic communications: Deep learning-based image semantic coding,
Reference 47
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.
Observation 7587a641-f48c-4bf3-8a68-df638b6d2dc1 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Se- mantic segmentation-based semantic communication system for image transmission,
Reference 48
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.
Observation 3b6e13c0-dce8-4125-a3f1-a7c51247c7b3 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Innovative semantic communication system
Reference 49
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.
Observation b3df2d46-0c53-41b2-918f-7a80dd4ddfb1 · outbound
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
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.
Observation 77a6144d-33dd-411e-a0fa-8577532b5745 · outbound
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
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.
Observation 6d58f52b-a0a4-440a-a770-07d0163e213b · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Cambini and L
Reference 52
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.
Observation c25927d3-289d-4102-b7dc-65fed81fce91 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks An efficient global optimization algorithm for nonlinear sum- of-ratios problem,
Reference 53
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.
Observation 1ccd228b-1d4a-44e8-b75c-56e5a767f283 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Fractional programming for communication systems—Part I: Power control and beamforming,
Reference 54
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.
Observation c35329ed-ac69-40f7-b2d9-a71f2799bf8f · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Fractional programming for communication systems—Part II: Uplink scheduling via matching,
Reference 55
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.
Observation 1aab7fb7-1248-4d64-a7f1-c6ba877296a5 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fafb02a5-e9bd-41e0-b667-f38cd91cdcaa · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Deep joint source-channel coding for semantic communications,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 182d034b-7ed0-4cba-aeec-626df10be613 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Joint source-channel coding for channel-adaptive digital semantic communications,
Reference 58
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.
Observation 1812a39f-83cb-4679-a3d1-e7e61f10c79e · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Cddm: Channel denoising diffusion models for wireless communications,
Reference 59
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.
Observation d445019d-6411-494d-8809-3006d3accd5a · outbound
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
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.
Observation 20f5f5ac-6ab8-4464-ad37-72c8226c3453 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Wireless image transmission with semantic and security awareness,
Reference 61
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.
Observation a87d7328-4b01-432b-a19e-f6bab70cfd22 · outbound
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
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.
Observation 6c2a4ed9-cb57-403a-aa00-cf335f7b29cc · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Drl-based energy- efficient resource allocation frameworks for uplink noma systems,
Reference 63
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.
Observation 678f5f01-09ea-453e-89d1-2ee76264b67c · outbound
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
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.
Observation 82ee3b39-65a1-48c7-b79f-3a1417db1c5d · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Deep reinforcement learning- based resource allocation in multi-access edge computing,
Reference 65
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.
Observation cacac782-378b-48f5-987a-9d68db89e789 · outbound
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
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.
Observation 10cd6f69-2608-4164-aaac-f85741c4aeea · outbound
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
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.
Observation 7206fae5-4b10-4e69-a03e-6a81d993c948 · outbound
Resource Allocation for the Training of Image Semantic Communication Networks Her research interests include Optimization, Federated Learning, Wireless Communications
Reference 2020
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.
No inbound Pith citation observations are available.