Paper Citation Record · LEDGER

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks

As of 23 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2501.01637.

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

pith.paper-citation-record.v1
2501.01637 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:28:18.098698Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

16 of 16 outbound references displayed

verified exact1
verified fuzzy13
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6862edd3-b231-47bd-b7df-b10a2afae98a · outbound

This paper cites an unresolved cited work.

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:28:18.319618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 812be573-6b57-4b08-a1e9-90175a2ab7d8 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Towar d in- telligent resource allocation on task-oriented semantic c ommunication,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.308435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c80a749e-8aff-4bef-865d-35161b2350e0 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Robust semantic communications with masked VQ-V AE enabled codebo ok,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.296877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d9d8a1db-52d9-4ab4-a84b-e0f88fa4c2ce · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Semantic know ledge base-enabled zero-shot multi-level feature transmission optimization,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.285156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3a3492e0-96d5-4f3c-ab3d-75181fd947c7 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Wireless Resource Optimization in Hybrid Semantic/Bit Communication Networks

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:28:18.137318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3993cd39-5aef-4de5-8670-1cded979f57e · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Generative AI-driven semantic communication networks: A rchitecture, technologies and applications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.272885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0ffbf6d1-e018-4546-87d6-63e9034d9742 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Computing ofﬂo ading and semantic compression for intelligent computing tasks in ME C systems,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.260775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7cefaff2-8953-4f92-b1cc-24b947bff56b · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Online resource allocation for semantic-aware edge compu ting sys- tems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.247913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ce792f34-3975-44a3-80ed-05164949c9b3 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Adaptable semantic compres- sion and resource allocation for task-oriented communicat ions,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.234290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation beaf5405-e361-4b43-9ee6-fb519b01d6b2 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Task-oriented and semantic-aware heterogeneous network s for artiﬁcial intelligence of things: Performance analysis and optimiza tion,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.222010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f6788420-dec1-482d-ab19-ae1182ecc7be · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks The levenberg-marquardt algorithm for no nlinear least squares curve-ﬁtting problems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.208586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 90107bdc-2cc0-4a46-9d3d-1ad0b406e729 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Resource all ocation for text semantic communications,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.196357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 24ff801d-1489-407e-906a-76c263f769e2 · outbound

This paper cites Joint computatio n ofﬂoading and radio resource allocations in wireless cellular networ ks,.

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Joint computatio n ofﬂoading and radio resource allocations in wireless cellular networ ks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.183677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7dbf78a1-419f-4f3c-bc45-d57ef40a9b9b · outbound

This paper cites Fractional programming for communic ation systems—part I: Power control and beamforming,.

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Fractional programming for communic ation systems—part I: Power control and beamforming,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:28:18.090747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b741a0-03fb-49c6-81a1-1995e623babb · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Knowledge base aware semantic communication in vehicular networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.163030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 283ef99b-7bf9-49fd-85eb-43df5ca46964 · outbound

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

Collaborative Knowledge Sharing-empowered Effective Semantic Rate Maximization for Two-tier Semantic-Bit Communication Networks Semantic extraction mode l selection for IoT devices in edge-assisted semantic communications,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:28:18.150304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.