Paper Citation Record · LEDGER

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks

As of 23 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2608.13394.

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

pith.paper-citation-record.v1
2608.13394 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:59:11.532746Z

measured 14 of 14 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

14 of 14 outbound references displayed

verified exact0
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dbb685c4-a0ac-43a2-b7e1-9b4c09c559cd · outbound

This paper cites Distributed coordination for heterogeneous non-terrestrial networks,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Distributed coordination for heterogeneous non-terrestrial networks,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.649913Z

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 bd68416e-05e5-4fb0-8aa2-a1dcccaf41fe · outbound

This paper cites The roadmap to 6G: AI empowered wireless networks,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks The roadmap to 6G: AI empowered wireless networks,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T11:59:11.498014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82a16810-2ea6-4fa8-a822-92269eb71660 · outbound

This paper cites Synchronizing LLM-based semantic knowledge bases via secure federated fine-tuning in semantic communication,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Synchronizing LLM-based semantic knowledge bases via secure federated fine-tuning in semantic communication,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.636942Z

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 615c6a01-2c89-4d60-ab21-703bcfa22703 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Deep learning enabled semantic communication systems,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T11:59:11.503550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff6ae1b5-bee5-48cb-8dbe-f3a061bcf3e8 · outbound

This paper cites Collaborative learning for task-oriented semantic communications: Overcoming data mismatch between transceivers,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Collaborative learning for task-oriented semantic communications: Overcoming data mismatch between transceivers,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.624214Z

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 6e169bc6-7ce2-46d2-ac54-2aeaaf51fc0f · outbound

This paper cites Efficient knowledge base synchro- nization in semantic communication network: A federated distillation approach,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Efficient knowledge base synchro- nization in semantic communication network: A federated distillation approach,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.615551Z

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 529400aa-b965-4967-bd5f-43d4b8ef802f · outbound

This paper cites Performance optimization of semantic communications with heterogeneous knowl- edge: An adversarial reinforcement learning approach,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Performance optimization of semantic communications with heterogeneous knowl- edge: An adversarial reinforcement learning approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.606347Z

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 4783e448-855c-404e-89a9-07ee2ce6118d · outbound

This paper cites Semantic communication: A survey on research landscape, challenges, and future directions,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Semantic communication: A survey on research landscape, challenges, and future directions,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T11:59:11.515148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 781a678f-32fd-41d6-a02b-30749f07aea8 · outbound

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

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Semantic communications for future internet: Fundamentals, applications, and challenges,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.592332Z

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 7393aa57-ac48-4af7-aa36-95e9fcd286d6 · outbound

This paper cites Beyond transmitting bits: Context, seman- tics, and task-oriented communications,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T11:59:11.520695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4f7c62c-0f2a-48fe-9e49-2ee51f119e79 · outbound

This paper cites an unresolved cited work.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T11:59:11.523538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91c69640-e424-43f1-903f-fc86b60f7851 · outbound

This paper cites A survey on semantic communication networks: Architecture, security, and privacy,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks A survey on semantic communication networks: Architecture, security, and privacy,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.573939Z

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 f1b34fb7-50b8-490a-9b4c-2b855062ff00 · outbound

This paper cites A survey on goal oriented semantic communication: Techniques, challenges, and future directions,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks A survey on goal oriented semantic communication: Techniques, challenges, and future directions,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.565408Z

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 af6c256d-de9e-4002-8820-3af898de6b1d · outbound

This paper cites 6G networks: Beyond Shannon towards semantic and goal-oriented communications,.

Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks 6G networks: Beyond Shannon towards semantic and goal-oriented communications,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:59:11.556637Z

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.