Paper Citation Record · LEDGER

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks

As of 22 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2501.01635.

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

pith.paper-citation-record.v1
2501.01635 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:30:21.828933Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:21:42.174460Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T05:21:42.364935Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy34
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2388d51-597b-49c0-b1ad-338c4a2e093c · outbound

This paper cites Semantic communications for future in ternet: Fundamentals, applications, and challenges,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Semantic communications for future in ternet: Fundamentals, applications, and challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.538520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1daf8e77-380c-46c3-ab63-7076e03fb817 · outbound

This paper cites Semantic communications : Overview, open issues, and future research directions,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Semantic communications : Overview, open issues, and future research directions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.520646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 673f18be-658e-4a4e-999d-85a5f966944d · outbound

This paper cites From semantic communic ation to semantic-aware networking: Model, architecture, and open problems,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks From semantic communic ation to semantic-aware networking: Model, architecture, and open problems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.502805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 74bba85b-30e3-49d6-8177-fc359f975631 · outbound

This paper cites Semantic communication meets edge intel ligence,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Semantic communication meets edge intel ligence,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.484234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7821cd27-11e8-4b24-8205-8aa4a171ac68 · outbound

This paper cites Multimedia semantic communications: Representation, en coding and transmission,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Multimedia semantic communications: Representation, en coding and transmission,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.463728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 950c3fcf-33c5-4d4f-ac43-688464392655 · outbound

This paper cites A general ized semantic communication system: From sources to channels,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks A general ized semantic communication system: From sources to channels,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.446279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 37b50fa1-7143-442b-b001-3c6a6a833726 · outbound

This paper cites Cognitive semantic communication systems driven by knowl- edge graph: Principle, implementation, and performance ev aluation,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Cognitive semantic communication systems driven by knowl- edge graph: Principle, implementation, and performance ev aluation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.429389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b03a773c-1cb9-4b89-966a-84a34468c0d4 · outbound

This paper cites Knowledge-enhanced semantic communication system with O FDM transmissions,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Knowledge-enhanced semantic communication system with O FDM transmissions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.412772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8309dc8c-2fb7-4f57-aaae-02c233ce3a33 · outbound

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

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Deep le arning- enabled semantic communication systems with task-unaware transmitter and dynamic data,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.396652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa97d026-a084-431c-80ed-4262bcd90d9d · outbound

This paper cites Robust semantic communications with masked VQ-V AE enabled codebo ok,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Robust semantic communications with masked VQ-V AE enabled codebo ok,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T22:30:21.685223Z

Source-reported events for the cited work

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Observation c45a652a-f95d-4ae0-9d97-bdc87fdeed00 · outbound

This paper cites Knowledge graph emb ed- ding: A survey of approaches and applications,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Knowledge graph emb ed- ding: A survey of approaches and applications,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.368709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1205eae9-f43b-4355-ab07-7527cee66231 · outbound

This paper cites Deep learning-e mpowered semantic communication systems with a shared knowledge bas e,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Deep learning-e mpowered semantic communication systems with a shared knowledge bas e,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.351472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e80b3eae-3470-4b7d-917e-84f359340a04 · outbound

This paper cites Knowledge-aware semantic commu nication system design,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Knowledge-aware semantic commu nication system design,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.333501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 86647a05-5194-451a-bd3e-9bbf8f2d7551 · outbound

This paper cites Wireless Resource Optimization in Hybrid Semantic/Bit Communication Networks.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Wireless Resource Optimization in Hybrid Semantic/Bit Communication Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:30:21.703672Z

Source-reported events for the cited work

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Observation 288128d9-3027-4e68-8530-2ed78f255044 · outbound

This paper cites Semantic kno wledge base-enabled zero-shot multi-level feature transmission optimization,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Semantic kno wledge base-enabled zero-shot multi-level feature transmission optimization,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.314990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 78220ab7-2e76-4c22-8250-36bcadb60064 · outbound

This paper cites Knowledge base aware semantic communication in vehicular networks,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Knowledge base aware semantic communication in vehicular networks,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:30:21.712738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6818c686-516d-4ed2-bc69-732775540f1f · outbound

This paper cites Generative AI-driven semantic communication networks: A rchitecture, technologies and applications,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Generative AI-driven semantic communication networks: A rchitecture, technologies and applications,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.284592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60150285-a789-4d4b-8e35-d60dc62ce616 · outbound

This paper cites An efﬁc ient approach to sharing edge knowledge in 5G-enabled industria l internet of things,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks An efﬁc ient approach to sharing edge knowledge in 5G-enabled industria l internet of things,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.266227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eb1cd007-73ef-4dda-a84f-fe76d693bd91 · outbound

This paper cites A hierarchical b lockchain- enabled federated learning algorithm for knowledge sharin g in internet of vehicles,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks A hierarchical b lockchain- enabled federated learning algorithm for knowledge sharin g in internet of vehicles,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.246177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 64b82cd6-fa5d-4895-aab4-f3cf44f6f894 · outbound

This paper cites AI- generated incentive mechanism and full-duplex semantic co mmunica- tions for information sharing,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks AI- generated incentive mechanism and full-duplex semantic co mmunica- tions for information sharing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.228209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4c84c34e-5ab9-458a-9470-5d8a234f3ba2 · outbound

This paper cites Distributed task-oriented communication n etworks with multimodal semantic relay and edge intelligence,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Distributed task-oriented communication n etworks with multimodal semantic relay and edge intelligence,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.211631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8d44fafc-9f26-4dbe-8a58-659833110ac9 · outbound

This paper cites Towa rd in- telligent resource allocation on task-oriented semantic c ommunication,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Towa rd in- telligent resource allocation on task-oriented semantic c ommunication,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.194417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cd56e6ec-7a26-4773-b9b5-561bc2f918e2 · outbound

This paper cites Task- oriented communications for 6G: Vision, principles, and te chnologies,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Task- oriented communications for 6G: Vision, principles, and te chnologies,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.176663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44857560-d585-4a4d-8850-6f5dd1bd2ed8 · outbound

This paper cites Task-oriented and semantic-aware heterogeneous network s for artiﬁcial intelligence of things: Performance analysis and optimiza tion,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Task-oriented and semantic-aware heterogeneous network s for artiﬁcial intelligence of things: Performance analysis and optimiza tion,

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34f227d1-814f-45bb-968f-f7de7c6db4ba · outbound

This paper cites Computing ofﬂ oading and semantic compression for intelligent computing tasks in ME C systems,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Computing ofﬂ oading and semantic compression for intelligent computing tasks in ME C systems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.147813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 31ee1177-5af3-414d-9251-b1b00af381d3 · outbound

This paper cites Adaptable semanti c compres- sion and resource allocation for task-oriented communicat ions,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Adaptable semanti c compres- sion and resource allocation for task-oriented communicat ions,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.128565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a0ec8fe7-acc6-42db-85a4-68bf9d8c6721 · outbound

This paper cites DR L-driven dynamic resource allocation for task-oriented semantic co mmunication,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks DR L-driven dynamic resource allocation for task-oriented semantic co mmunication,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.109238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 02725e14-f161-47ed-ad64-b653910ef92e · outbound

This paper cites Semantic communication f or edge intelligence: Theoretical foundations and implications o n protocols,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Semantic communication f or edge intelligence: Theoretical foundations and implications o n protocols,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.091366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8a9b925b-3151-40b1-aaa6-57ed3437b278 · outbound

This paper cites Online resource allocation for semantic-aware edge compu ting sys- tems,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Online resource allocation for semantic-aware edge compu ting sys- tems,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.073417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7190189d-b0c6-455d-a34b-5e3c38052528 · outbound

This paper cites Joint computatio n ofﬂoading and radio resource allocations in small-cell wireless cell ular networks,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Joint computatio n ofﬂoading and radio resource allocations in small-cell wireless cell ular networks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.054662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b798541f-f860-48cb-979c-b892f64f68fe · outbound

This paper cites Machin e intelligence at the edge with learning centric power alloca tion,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Machin e intelligence at the edge with learning centric power alloca tion,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:22.036603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 93be4d3d-9468-4bff-878e-2f2ac8e78ae2 · outbound

This paper cites The levenberg-marquardt algorithm for no nlinear least squares curve-ﬁtting problems,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks The levenberg-marquardt algorithm for no nlinear least squares curve-ﬁtting problems,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T22:30:21.789768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13b6db8b-696f-4403-8f33-ab538630d664 · outbound

This paper cites Resource all ocation for text semantic communications,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Resource all ocation for text semantic communications,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T22:30:21.794558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87ef05eb-68db-4f5e-b607-eb9351af3b9b · outbound

This paper cites Semantic extraction mode l selection for iot devices in edge-assisted semantic communications,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Semantic extraction mode l selection for iot devices in edge-assisted semantic communications,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.994626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 538c396a-9410-4d4b-aa8b-974356944092 · outbound

This paper cites Bipartite matching based user grouping for grouped ofdm-idma,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Bipartite matching based user grouping for grouped ofdm-idma,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.975931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 721c975f-ea1f-4f53-874f-c587606ec7f0 · outbound

This paper cites Task cla ss par- titioning for mobile computation ofﬂoading,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Task cla ss par- titioning for mobile computation ofﬂoading,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.957645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 712009a1-cbc2-4535-bbe3-007f168f5e5d · outbound

This paper cites Monotonic optimization in communication and networking systems,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Monotonic optimization in communication and networking systems,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.941621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3f040e21-51df-4e16-bd01-900d4ff445ba · outbound

This paper cites Resourc e alloca- tion for multi-user downlink MISO OFDMA-URLLC systems,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Resourc e alloca- tion for multi-user downlink MISO OFDMA-URLLC systems,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.924969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 121f78c6-11d3-435d-9580-4e0f250c9a23 · outbound

This paper cites Digital twin model selection for feature accuracy,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Digital twin model selection for feature accuracy,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.908309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3022238e-9a4a-4600-974f-bd0e043cd9fa · outbound

This paper cites Re source allocation for wireless-powered iot networks with short pa cket com- munication,.

Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks Re source allocation for wireless-powered iot networks with short pa cket com- munication,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:30:21.890203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation b32a5363-13db-4e2a-bcb3-4fcc63caedaf · inbound

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints cites this paper.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:21:42.368697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.