Paper Citation Record · LEDGER

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks

As of 12 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2501.14832.

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

pith.paper-citation-record.v1
2501.14832 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:13:28.269495Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

15 of 15 outbound references displayed

verified exact0
verified fuzzy13
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0322c3bb-d16c-4a4a-966f-d05ef5411fad · outbound

This paper cites Towards Intelligent Communications: Large Model Empowered Semantic Communications.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Towards Intelligent Communications: Large Model Empowered Semantic Communications

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T16:13:28.075806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1dc290a-1889-4487-8da5-8e21aa0b4d9b · outbound

This paper cites DRL-driven dynamic resource allocation for task- oriented semantic communication,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks DRL-driven dynamic resource allocation for task- oriented semantic communication,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:29.025002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e4615234-4f2a-43fd-880f-2d403ac0a4b6 · outbound

This paper cites Adaptable semantic compression and resource alloca- tion for task-oriented communications,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Adaptable semantic compression and resource alloca- tion for task-oriented communications,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:29.014791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1f16dee2-2f82-4a74-9deb-de6019991bba · outbound

This paper cites Task-oriented multi-user semantic communications,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Task-oriented multi-user semantic communications,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:29.003854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69f42390-e8a6-46f8-a138-87c732a32266 · outbound

This paper cites Semantic importance-aware communications using pre- trained language models,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Semantic importance-aware communications using pre- trained language models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.902148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8a1ce4fb-d461-404e-8d8f-2d685ca91368 · outbound

This paper cites Optimization of image transmission in cooperative semantic communication networks,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Optimization of image transmission in cooperative semantic communication networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.764399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 74887971-c9cf-4b66-adee-c6f530ecfd74 · outbound

This paper cites Personalized saliency in task-oriented semantic commu- nications: image transmission and performance analysis,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Personalized saliency in task-oriented semantic commu- nications: image transmission and performance analysis,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.753894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fc896865-b933-4541-b738-9f9d7c9343e8 · outbound

This paper cites Resource allocation for text semantic communications,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Resource allocation for text semantic communications,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.742555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 28ffd369-688f-45d5-b1f4-e65e02dd99da · outbound

This paper cites Toward intelligent resource allocation on task-oriented semantic communication,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Toward intelligent resource allocation on task-oriented semantic communication,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.730455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fc9ace54-138b-4c87-8e4f-bfa06650df41 · outbound

This paper cites Feature importance-aware task-oriented semantic trans- mission and optimization,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Feature importance-aware task-oriented semantic trans- mission and optimization,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.624165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3121db72-a3a5-4c43-ad5c-bacf086b9c25 · outbound

This paper cites Enhancing deep reinforcement learning: a tutorial on generative diffusion models in network optimization,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Enhancing deep reinforcement learning: a tutorial on generative diffusion models in network optimization,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.449068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cf03873a-cffd-4f28-b847-f5819d90cff7 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Learning transferable visual models from natural language supervision,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.343495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a7b40b39-bff1-40cc-85ee-bc089d84007a · outbound

This paper cites RelTR: Relation transformer for scene graph generation,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks RelTR: Relation transformer for scene graph generation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.332639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0e7c9357-1587-471d-aca4-7fd5704e17c6 · outbound

This paper cites Diffusion-based reinforcement learning for edge-enabled AI-generated content services,.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Diffusion-based reinforcement learning for edge-enabled AI-generated content services,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:13:28.321020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5524090a-cc4f-4c8a-a30a-681632d7eed8 · outbound

This paper cites Soft Actor-Critic Algorithms and Applications.

Resource Allocation Driven by Large Models in Future Semantic-Aware Networks Soft Actor-Critic Algorithms and Applications

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T16:13:28.269495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.