Paper Citation Record · LEDGER

Semantic Communications for Digital Signals via Carrier Images

As of 13 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2412.07173.

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

pith.paper-citation-record.v1
2412.07173 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:09:49.073785Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

12 of 12 outbound references displayed

verified exact1
verified fuzzy9
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 129b3bf9-a08b-4dd2-9327-53a831987ce0 · outbound

This paper cites Research on semantic communication based on joint control mechanism of shallow and deep neural network,.

Semantic Communications for Digital Signals via Carrier Images Research on semantic communication based on joint control mechanism of shallow and deep neural network,

Reference 1

Resolution: verified exact; doi, observed 2026-08-11T19:09:49.130979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5c1e43c5-cb5f-468b-8b72-555e5f69774f · outbound

This paper cites Deep Learning Enabled Semantic Communication Sys- tems,.

Semantic Communications for Digital Signals via Carrier Images Deep Learning Enabled Semantic Communication Sys- tems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.432548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d722f603-1ab7-484c-a48c-3936ef473b0c · outbound

This paper cites Selection-Based Image Generation for Semantic Com- munication Systems,.

Semantic Communications for Digital Signals via Carrier Images Selection-Based Image Generation for Semantic Com- munication Systems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.414503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 177e9c59-7694-4a0b-afba-852a7c639594 · outbound

This paper cites Explainable Artiﬁcial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges towar d responsible AI,.

Semantic Communications for Digital Signals via Carrier Images Explainable Artiﬁcial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges towar d responsible AI,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.398672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b48f6ddf-8920-4f97-987f-53b44c6bf05e · outbound

This paper cites Computation-Efﬁcient Backscatter-Blessed MEC With User Reciprocity,.

Semantic Communications for Digital Signals via Carrier Images Computation-Efﬁcient Backscatter-Blessed MEC With User Reciprocity,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.382132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3ba8e8fb-5ace-452b-811e-da06f23f3dd4 · outbound

This paper cites Performance Analysis for Resource Constrained De- centralized Federated Learning Over Wireless Networks,.

Semantic Communications for Digital Signals via Carrier Images Performance Analysis for Resource Constrained De- centralized Federated Learning Over Wireless Networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.364936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fee23d38-bd0e-42a9-808f-9e4a774f93b1 · outbound

This paper cites Image Generation with Supervised Selection Based on Multimodal Features for Semantic Communications.

Semantic Communications for Digital Signals via Carrier Images Image Generation with Supervised Selection Based on Multimodal Features for Semantic Communications

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T19:09:49.046063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58369768-0984-45af-a2eb-5626ba0b4ca9 · outbound

This paper cites Deep Learning for Joint Source-Channel Coding of Text,.

Semantic Communications for Digital Signals via Carrier Images Deep Learning for Joint Source-Channel Coding of Text,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.352428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d913240e-098d-46a6-8c82-9ac7459de633 · outbound

This paper cites Masked Autoencoders Are Scalable Vision Learners,.

Semantic Communications for Digital Signals via Carrier Images Masked Autoencoders Are Scalable Vision Learners,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.339762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 59b076e7-c163-4cee-86be-2c8800f64127 · outbound

This paper cites Predictive and Adaptive Deep Coding for Wireless Image Transmission in Semantic Communication,.

Semantic Communications for Digital Signals via Carrier Images Predictive and Adaptive Deep Coding for Wireless Image Transmission in Semantic Communication,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.326480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 34051c8f-e956-441b-a28e-e6a7f4d499cc · outbound

This paper cites SwinJSCC: Taming Swin Transformer for Deep Joint Source-Channel Coding,.

Semantic Communications for Digital Signals via Carrier Images SwinJSCC: Taming Swin Transformer for Deep Joint Source-Channel Coding,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:09:49.069145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dcfd5ed-063f-4b38-93b9-7c7f1630266a · outbound

This paper cites Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond,.

Semantic Communications for Digital Signals via Carrier Images Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:09:49.305406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.