Paper Citation Record · LEDGER

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels

As of 9 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2502.03949.

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

pith.paper-citation-record.v1
2502.03949 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:13:22.852442Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

43 of 43 outbound references displayed

verified exact1
verified fuzzy33
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8b8baba-d9bb-4330-9d82-b905155450c8 · outbound

This paper cites Near-space communications: The last piece of 6g space–air–ground–sea integrated network puzzle,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Near-space communications: The last piece of 6g space–air–ground–sea integrated network puzzle,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:25.118777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2c1c681c-0165-4e6f-96ab-a84e983ed73b · outbound

This paper cites Deep Joint Semantic Coding and Beamforming for Near-Space Airship-Borne Massive MIMO Network.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep Joint Semantic Coding and Beamforming for Near-Space Airship-Borne Massive MIMO Network

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.097421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b89a37-a90f-4b37-8986-5df165432df6 · outbound

This paper cites Metaverse: Challenges for extended reality and holographic-type communication in the next decade,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Metaverse: Challenges for extended reality and holographic-type communication in the next decade,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:25.035996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 73c720a2-2bcd-48c4-b105-82911d6c70b1 · outbound

This paper cites 6G: The next frontier: From holographic messaging to artificial intelligence using subterahertz and visible light communication,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels 6G: The next frontier: From holographic messaging to artificial intelligence using subterahertz and visible light communication,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.913156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 456ea9a1-4bad-4357-97a8-e0607dabe0a4 · outbound

This paper cites Ofdm-guided deep joint source chan- nel coding for wireless multipath fading channels,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Ofdm-guided deep joint source chan- nel coding for wireless multipath fading channels,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.834028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bdb159d1-7f1b-497f-a600-6de9c020c9d2 · outbound

This paper cites On the capacity of channels with additive non-gaussian noise,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels On the capacity of channels with additive non-gaussian noise,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.798167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5d92b27b-4c8b-4726-9e52-f95316adfeed · outbound

This paper cites Rate splitting for mimo wireless networks: A promising phy-layer strategy for lte evolution,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Rate splitting for mimo wireless networks: A promising phy-layer strategy for lte evolution,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.784015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d7892876-68de-4350-bb84-14a9c6ff380a · outbound

This paper cites Mao and B.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Mao and B

Reference 8

Resolution: verified exact; doi, observed 2026-08-09T00:13:22.962745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d84bb604-c27e-4605-a2be-dfccb90ed525 · outbound

This paper cites Is noma efficient in multi-antenna networks? a critical look at next generation multiple access techniques,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Is noma efficient in multi-antenna networks? a critical look at next generation multiple access techniques,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.771223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1ab2a491-5f2b-461e-a889-ae37dd51dd2f · outbound

This paper cites A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.727867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c46c7183-6cbf-4bd0-be8c-339087fc0e1c · outbound

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

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Toward wisdom-evolutionary and primitive-concise 6g: A new paradigm of semantic communication networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.659736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c6083d25-7f06-4291-b134-a045069d4b07 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep learning enabled semantic communication systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.535847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4bd91990-2773-4e68-96a9-e841ff7204c2 · outbound

This paper cites Semantic communication systems for speech transmission,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Semantic communication systems for speech transmission,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.427371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 960c68d1-84d5-457c-adb3-adbdeb149111 · outbound

This paper cites Task-oriented explainable semantic communications,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Task-oriented explainable semantic communications,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.413434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b671e0c2-a72b-4a20-8dbb-fbb30b095b80 · outbound

This paper cites Deep learning- constructed joint transmission-recognition for internet of things,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep learning- constructed joint transmission-recognition for internet of things,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.399967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1866ea04-0269-4ea6-96d8-b7299f26ca2a · outbound

This paper cites Toward semantic communications: Deep learning-based image semantic coding,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Toward semantic communications: Deep learning-based image semantic coding,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.363411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 68600f65-345f-4849-aaee-7f49ea9fc16d · outbound

This paper cites Robust semantic communications with masked vq-vae enabled codebook,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Robust semantic communications with masked vq-vae enabled codebook,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.255271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4e4d5e1-086d-4f91-8f12-4ccf4dae608c · outbound

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

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Learning task-oriented communication for edge inference: An information bottleneck approach,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.151511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 89e1c6ec-65ed-4edd-80b6-89ae1c457797 · outbound

This paper cites Robust information bottleneck for task-oriented communication with digital modulation,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Robust information bottleneck for task-oriented communication with digital modulation,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.332356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d28aad0-71e2-49ec-a618-2ee3554c5e7c · outbound

This paper cites The information bottleneck method,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels The information bottleneck method,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.364363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44b7c17-0aee-48bc-8fcb-d5214f876499 · outbound

This paper cites Deep learning for joint source- channel coding of text,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep learning for joint source- channel coding of text,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.061192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a9a3820-34ec-486f-92d7-370fbed28810 · outbound

This paper cites A lite distributed semantic communication system for internet of things,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels A lite distributed semantic communication system for internet of things,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:24.009947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b27a419f-8c39-4697-bfa6-c2a7de54940b · outbound

This paper cites Reinforcement Learning-powered Semantic Communication via Semantic Similarity.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Reinforcement Learning-powered Semantic Communication via Semantic Similarity

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.391955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 049254e8-f1f6-4c13-ae26-82e2fc7755e6 · outbound

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

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Wireless image transmission using deep source channel coding with attention modules,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.996586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 575ccaf7-e525-4c98-a780-4064e444297e · outbound

This paper cites Bandwidth-agile image transmission with deep joint source-channel coding,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Bandwidth-agile image transmission with deep joint source-channel coding,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.982576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e125241-31fd-4487-ba03-c004ce613abf · outbound

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

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep joint source- channel coding for wireless image transmission,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.891720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b8d76b2-471b-4a2a-b7dc-158298775e7a · outbound

This paper cites Deepwive: Deep-learning-aided wireless video transmission,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deepwive: Deep-learning-aided wireless video transmission,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.797364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81a618d0-ba83-4e78-9257-b3b6b15b36a7 · outbound

This paper cites Global mobile data traffic forecast update, 2016–2021 white paper,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Global mobile data traffic forecast update, 2016–2021 white paper,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.684459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d5ba923b-24c5-46de-95c9-a6008d8f2bc4 · outbound

This paper cites Wireless semantic commu- nications for video conferencing,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Wireless semantic commu- nications for video conferencing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.572249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 87b1e9df-5796-4df5-8c84-17fe5e32a9f5 · outbound

This paper cites One-to-many semantic communication systems: Design, implementation, performance evaluation,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels One-to-many semantic communication systems: Design, implementation, performance evaluation,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.528501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0e932c77-c3e8-45c4-90cb-f6128bdbb418 · outbound

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

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Task-oriented multi-user semantic communications for VQA,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.516939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0948d081-4277-4ae4-8956-e2f768ab48d9 · outbound

This paper cites Multi-user semantic com- munications for cooperative object identification,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Multi-user semantic com- munications for cooperative object identification,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.495251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0325fe4c-e9b6-4b3c-8b9a-0c26d7e9b34c · outbound

This paper cites Model division multiple access for semantic communications,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Model division multiple access for semantic communications,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.474096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ded96fee-6ace-4f3e-9acc-baf4541124be · outbound

This paper cites Multi-modal and multi-user semantic communications for channel-level information fusion,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Multi-modal and multi-user semantic communications for channel-level information fusion,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.426624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation deee4ad6-b1aa-4133-89a1-e01c726de4d4 · outbound

This paper cites DeepMA: End-to-end deep multiple access for wireless image transmission in semantic communication,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels DeepMA: End-to-end deep multiple access for wireless image transmission in semantic communication,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.311181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ba78ef94-95f5-4480-855f-f3ec54050d03 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.233160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 134b50f8-5e5d-445e-aba6-c9c2e4cd65bf · outbound

This paper cites Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.479833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc18667-ceb0-4cd9-9a5a-015dc529730a · outbound

This paper cites Deep Variational Information Bottleneck.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep Variational Information Bottleneck

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.574874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42277760-6ab7-46d7-9359-5b9a6dce9f80 · outbound

This paper cites Distributed adaptive power allocation for wireless relay networks,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Distributed adaptive power allocation for wireless relay networks,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.171233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4cfba5d7-bdc9-4993-b8fb-69776cb01aa7 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep learning enabled semantic communication systems,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.669261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07e340da-adf3-4e23-8700-4cc7f8b12356 · outbound

This paper cites The mnist database of handwritten digit images for machine learning research [best of the web],.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels The mnist database of handwritten digit images for machine learning research [best of the web],

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.753081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13bb84e7-3eee-4588-8269-25a9bc9e5f2e · outbound

This paper cites Deep learning face attributes in the wild,.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Deep learning face attributes in the wild,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:22.792886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17a2344c-5361-4558-b6ac-b29426631680 · outbound

This paper cites Visualizing data using t-SNE.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Visualizing data using t-SNE

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:23.037865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.