Paper Citation Record · LEDGER

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction

As of 11 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2501.02006.

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

pith.paper-citation-record.v1
2501.02006 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:40:56.894692Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

40 of 40 outbound references displayed

verified exact1
verified fuzzy33
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 40a6e035-b676-45f4-b3ba-79a6391f9fe1 · outbound

This paper cites Which tasks should be learned together in multi- task learning?.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Which tasks should be learned together in multi- task learning?

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.533520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1eba40d-5780-4084-822f-9b4974cf79a6 · outbound

This paper cites Driving scene perception network: Real-time joint detection, depth estimation and semantic segmentation,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Driving scene perception network: Real-time joint detection, depth estimation and semantic segmentation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.516079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0e21cd0b-9efe-41a0-8fd2-0d72403e9add · outbound

This paper cites Task-Oriented Communications for 6G: Vision, Principles, and Technologies.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Task-Oriented Communications for 6G: Vision, Principles, and Technologies

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:40:56.970344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31bccd73-1bc7-4397-af0b-412c722ce74c · outbound

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

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.501300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a50d4f22-9efa-4914-bdda-48b7998b3f97 · outbound

This paper cites Toward wisdom-evolutionary and primitive-concise 6G: A new paradigm of semantic communication networks,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Toward wisdom-evolutionary and primitive-concise 6G: A new paradigm of semantic communication networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.486452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d7cb7240-61dc-42f3-be25-83cc3df585bf · outbound

This paper cites Communication beyond transmitting bits: Semantics-guided source and channel coding,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Communication beyond transmitting bits: Semantics-guided source and channel coding,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.470771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 448dd265-3b8b-437a-bc54-4be8c8b2ec29 · outbound

This paper cites Edge computing for metaverse: Incentive mech- anism versus semantic communication,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Edge computing for metaverse: Incentive mech- anism versus semantic communication,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.455273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 87c92fee-1e87-4f25-b146-0777ab7f00a7 · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Deep joint source- channel coding for wireless image transmission,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:56.746277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4936f0dd-95fa-47fe-b98d-de96a48b5ad1 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Deep learning enabled semantic communication systems,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:56.750824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d16d08a3-ba56-4f46-84c4-71bc9ff3fb60 · outbound

This paper cites A new communication paradigm: from bit accuracy to semantic fidelity.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction A new communication paradigm: from bit accuracy to semantic fidelity

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:56.755470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59059294-491f-4952-be77-7a59a9d4c90f · outbound

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

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Task-oriented multi-user semantic communications for VQA,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.419809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5458b55-1a28-432d-8e85-3ce230bb2251 · outbound

This paper cites Learning task-oriented communication for edge inference: An information bottleneck approach,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Learning task-oriented communication for edge inference: An information bottleneck approach,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.404368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f386c5c1-7c32-4667-bcf6-27a628f249ec · outbound

This paper cites Semantic transfer between different tasks in the semantic communication system,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Semantic transfer between different tasks in the semantic communication system,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.389267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 87ac05af-1f94-4517-85ee-0b676e18fd85 · outbound

This paper cites A unified multi-task semantic communication system for multimodal data,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction A unified multi-task semantic communication system for multimodal data,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.373137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfbdf08a-019d-482b-91b7-b3d8fefea098 · outbound

This paper cites A unified multi-task semantic communication system with domain adaptation,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction A unified multi-task semantic communication system with domain adaptation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.355516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e2a71bb8-14fe-4368-ae5e-ef57c1bb9b0b · outbound

This paper cites Image semantic communications: An extended rate-distortion theory based scheme,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Image semantic communications: An extended rate-distortion theory based scheme,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.339782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 566426d9-fbc7-496d-8429-bc733fd378c2 · outbound

This paper cites Semantic communication approach for multi-task image transmission,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Semantic communication approach for multi-task image transmission,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.323744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5a18cab7-c3d7-4acf-afc7-e1bcafd459e2 · outbound

This paper cites A multi-task semantic communication system for natural language processing,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction A multi-task semantic communication system for natural language processing,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.308801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d031ce2d-a61c-4230-8849-020f7044c948 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.293537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 99a05378-f95d-4f2b-b2df-fb9969965355 · outbound

This paper cites A mathematical theory of communication,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction A mathematical theory of communication,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:56.802056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d944e604-2cde-48d3-badb-bd458cbea7c2 · outbound

This paper cites Scalable multi-task semantic communication system with feature importance ranking,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Scalable multi-task semantic communication system with feature importance ranking,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.266719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba9d5856-a5a2-463c-b14f-e59b88d56754 · outbound

This paper cites Cross-stitch networks for multi-task learning,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Cross-stitch networks for multi-task learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.251048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d5059839-d000-47c6-a5dd-82f532cccf94 · outbound

This paper cites Latent multi-task architecture learning,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Latent multi-task architecture learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.234008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cd8b87a8-3989-4597-ac2f-79996b18e92e · outbound

This paper cites End-to-end multi-task learning with attention,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction End-to-end multi-task learning with attention,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.218219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 728a5a5d-b6b4-4f58-a7b9-956416756238 · outbound

This paper cites Nddr-cnn: Layerwise feature fusing in multi-task cnns by neural discriminative dimensionality reduction,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Nddr-cnn: Layerwise feature fusing in multi-task cnns by neural discriminative dimensionality reduction,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.201296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 742bceb5-4966-4e50-96a7-33efe39e1363 · outbound

This paper cites Deep elastic networks with model selection for multi-task learning,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Deep elastic networks with model selection for multi-task learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.185677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c83005a6-4120-4729-98dc-667ca06103d7 · outbound

This paper cites Adashare: Learning what to share for efficient deep multi-task learning,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Adashare: Learning what to share for efficient deep multi-task learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.170033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c2b7d4d-9934-4d39-bbc8-17b30e8c7734 · outbound

This paper cites Dynashare: Task and instance conditioned parameter sharing for multi-task learning,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Dynashare: Task and instance conditioned parameter sharing for multi-task learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.154579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fbcd8d24-523a-431a-9b1a-98f044a24a14 · outbound

This paper cites DeepJSCC-f: Deep joint source-channel coding of images with feedback,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction DeepJSCC-f: Deep joint source-channel coding of images with feedback,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.138434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d9c8f1f3-3241-4859-a5a1-247c59b25e11 · outbound

This paper cites Wireless image transmission using deep source channel coding with attention modules,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Wireless image transmission using deep source channel coding with attention modules,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:56.848416Z

Source-reported events for the cited work

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Observation d3660e32-2b4e-4e15-b959-6f4ea8d7bfef · outbound

This paper cites A comprehensive survey on graph neural networks,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction A comprehensive survey on graph neural networks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.112122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4fef22e9-44b9-4987-a36c-fd244cc63223 · outbound

This paper cites Attention is all you need,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Attention is all you need,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.097158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f12c3662-6c7d-4b1a-b245-0b4b4500e9de · outbound

This paper cites Imagenet classification with deep convolutional neural networks,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Imagenet classification with deep convolutional neural networks,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.081644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c10d83ef-6c73-4fed-8798-56cdff0d2594 · outbound

This paper cites The cityscapes dataset for semantic urban scene understanding,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction The cityscapes dataset for semantic urban scene understanding,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.066363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ffa6d8a6-c615-4717-b781-b09e5d8203b9 · outbound

This paper cites Indoor segmentation and support inference from rgbd images,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Indoor segmentation and support inference from rgbd images,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.049629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6e0dfb1-6594-48a1-a3dd-afd55c767655 · outbound

This paper cites Taskonomy: Disentangling task transfer learning,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Taskonomy: Disentangling task transfer learning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.033365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2da00431-e252-4478-baad-d64757c2b274 · outbound

This paper cites Cats and dogs,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Cats and dogs,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.018134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 74a7fdc5-65d2-4003-8a28-5007b9566501 · outbound

This paper cites Sentiment analysis on multi-view social data,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Sentiment analysis on multi-view social data,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:57.002512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba3ed515-3197-4ed6-ad93-4aad54999fd4 · outbound

This paper cites On First-Order Meta-Learning Algorithms.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction On First-Order Meta-Learning Algorithms

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:56.889875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52401d04-c4bc-4a10-b8ca-5810aef76bbd · outbound

This paper cites Model-agnostic meta-learning for fast adaptation of deep networks,.

Multi-Task Semantic Communication With Graph Attention-Based Feature Correlation Extraction Model-agnostic meta-learning for fast adaptation of deep networks,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:40:56.986530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.