Pith. sign in

Paper Citation Record · LEDGER

Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2502.12096.

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

pith.paper-citation-record.v1
2502.12096 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:49:35.393545Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-09T22:49:15.597659Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 065bd3c4-b6ff-4df7-9143-bda77d512a3f · inbound

Adaptive Semantic Token Communication for Transformer-based Edge Inference cites this paper.

Adaptive Semantic Token Communication for Transformer-based Edge Inference Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:35.393545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.393545Z digest=sha256:58e0c286ee54faeeaf93136b3206c379496c4a0edd3dc427d3cc238fb6abb0c9

Observation d9b09528-9329-4b80-9e87-fb7020e3b1ed · inbound

Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perception cites this paper.

Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perception Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:52:42.564827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:52:42.564827Z digest=sha256:0117040f5c2a1badd53b82385d46c2caf454adb1341620b6c93dd3e3d688f051

Observation d99b0969-41c1-43bc-abed-e10692143622 · inbound

Low-Complexity Semantic Packet Aggregation for Token Communication via Lookahead Search cites this paper.

Low-Complexity Semantic Packet Aggregation for Token Communication via Lookahead Search Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T23:13:02.336648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:13:02.336648Z digest=sha256:45a55ba0eab7ae3178b3d592aa791c879dec55aff47496fa876117c5b99449a2

Observation a275d5bf-fd63-44f0-8cfd-76bbae4caefb · inbound

Federated Learning-Enabled Hybrid Language Models for Communication-Efficient Token Transmission cites this paper.

Federated Learning-Enabled Hybrid Language Models for Communication-Efficient Token Transmission Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T21:45:46.454001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:45:46.454001Z digest=sha256:d8a8035c467af96c898db586116331c15587ee2554fb0e6a10f8e922a4a308fe

Observation fcf1e24e-d772-4e31-b444-ef90ea4b44e3 · inbound

Text-Guided Token Communication for Wireless Image Transmission cites this paper.

Text-Guided Token Communication for Wireless Image Transmission Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T19:22:33.139287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:22:33.139287Z digest=sha256:d59248e2dc3d51c056982cfeab2591c6bd1763572a3003e5032c0256519f918a

Observation 68f077d7-a933-4331-95cc-edb4ff34ca78 · inbound

DiSC-Med: Diffusion-based Semantic Communications for Robust Medical Image Transmission cites this paper.

DiSC-Med: Diffusion-based Semantic Communications for Robust Medical Image Transmission Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T10:23:04.152843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:23:04.152843Z digest=sha256:9172dae9dbab27e37fc6de0f9a98f311a6507ceed768345f8184712d53dc3b53

Observation 391a34c2-e181-472f-940d-47eaa1514809 · inbound

Adaptive Token Merging for Efficient Transformer Semantic Communication at the Edge cites this paper.

Adaptive Token Merging for Efficient Transformer Semantic Communication at the Edge Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-04T18:26:55.054983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:26:55.054983Z digest=sha256:4c019d260fdb0b6a5e59a5fc7816ed2c769276f516d1acc98010a42d13d9d5d5

Observation 0b9ae02d-1d28-4c03-8a55-18e53bf7539c · inbound

Sema: Semantic Transport for Real-Time Multimodal Agents cites this paper.

Sema: Semantic Transport for Real-Time Multimodal Agents Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-07T02:17:05.799470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T22:20:55.282442Z digest=sha256:05c855fd3a2c7a3a79f9df25732c2079207dc97dd65ebfcf12448d8bf88368da