Paper Citation Record · LEDGER

Blind Training for Channel-Adaptive Digital Semantic Communications

As of 11 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 2 inbound Pith citation observations for arXiv:2501.02273.

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

pith.paper-citation-record.v1
2501.02273 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:19:58.382491Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:40:59.064605Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T21:59:18.869073Z

Reference resolution

34 of 34 outbound references displayed

verified exact2
verified fuzzy23
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e82b096-3385-456d-b16c-260291aa39d6 · outbound

This paper cites Semantic communications: Overview, open issues, and future research directions,.

Blind Training for Channel-Adaptive Digital Semantic Communications Semantic communications: Overview, open issues, and future research directions,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.124396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55fd8479-bbf8-4070-92f9-2dcd2fd31a8e · outbound

This paper cites Less data, more knowledge: Building next generation semantic communication networks,.

Blind Training for Channel-Adaptive Digital Semantic Communications Less data, more knowledge: Building next generation semantic communication networks,

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T22:19:58.570356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bb127561-6480-4bd0-98a8-72be7a60248c · outbound

This paper cites Semantic communications for future Internet: Fundamentals, applications, and challenges,.

Blind Training for Channel-Adaptive Digital Semantic Communications Semantic communications for future Internet: Fundamentals, applications, and challenges,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:59.064437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5a756c68-6425-4794-8762-2caba9b6cbd2 · outbound

This paper cites Semantics-native commu- nication via contextual reasoning,.

Blind Training for Channel-Adaptive Digital Semantic Communications Semantics-native commu- nication via contextual reasoning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:59.050289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d2e0b98b-feef-4b48-8758-b7ba93545cab · outbound

This paper cites Enabling the wireless metaverse via semantic multiverse communication,.

Blind Training for Channel-Adaptive Digital Semantic Communications Enabling the wireless metaverse via semantic multiverse communication,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:59.036278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 67951a70-e4a0-4e7f-9b34-87b5d29e4fb2 · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications Toward semantic communications: Deep learning-based image semantic coding,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.171702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6fd6c90-c064-4cf4-ae7e-efc614b0f9c0 · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications Wireless semantic commu- nications for video conferencing,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:59.012484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8b6ea7d9-ea90-484d-ade3-7c90807155c8 · outbound

This paper cites Wireless deep video semantic transmission,.

Blind Training for Channel-Adaptive Digital Semantic Communications Wireless deep video semantic transmission,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.999178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5e7d8ecc-6c07-4f7b-b62f-7fe19f489add · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications Deep joint source- channel coding for wireless image transmission,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.986943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 19ed3f8a-b8be-4153-a8ed-9c2730ee3168 · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications DeepJSCC-f: Deep joint source-channel coding of images with feedback,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.192525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2448707c-4159-4568-8c4c-6ce94f7b4631 · outbound

This paper cites Predictive and adaptive deep coding for wireless image transmission in semantic communication,.

Blind Training for Channel-Adaptive Digital Semantic Communications Predictive and adaptive deep coding for wireless image transmission in semantic communication,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.199973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b76794-5ba9-40ca-a03a-989f05c14a36 · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications Wireless image transmission using deep source channel coding with attention modules,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.204920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7364e83-729c-4040-afdf-39239b54277d · outbound

This paper cites Variable length joint source- channel coding of text using deep neural networks,.

Blind Training for Channel-Adaptive Digital Semantic Communications Variable length joint source- channel coding of text using deep neural networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.942525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation efa0b3d3-a8b0-4895-8ccd-58cf051c0ed6 · outbound

This paper cites Neural joint source-channel coding,.

Blind Training for Channel-Adaptive Digital Semantic Communications Neural joint source-channel coding,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.920069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e209c950-f6c0-4089-9892-99edcdda2d78 · outbound

This paper cites DeepJSCC-Q: Constellation constrained deep joint source-channel coding,.

Blind Training for Channel-Adaptive Digital Semantic Communications DeepJSCC-Q: Constellation constrained deep joint source-channel coding,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.902685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f2f118ef-83a4-403b-aab6-acf10752c8dd · outbound

This paper cites Joint coding-modulation for dig- ital semantic communications via variational autoencoder,.

Blind Training for Channel-Adaptive Digital Semantic Communications Joint coding-modulation for dig- ital semantic communications via variational autoencoder,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.883763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d166c894-6286-40e2-bfbb-e6df9a80d581 · outbound

This paper cites Constellation design for deep joint source-channel coding,.

Blind Training for Channel-Adaptive Digital Semantic Communications Constellation design for deep joint source-channel coding,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.870857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b419902f-16d7-45b5-be4e-8ade704aedbd · outbound

This paper cites Non-orthogonal multiple access enhanced multi-user semantic communication,.

Blind Training for Channel-Adaptive Digital Semantic Communications Non-orthogonal multiple access enhanced multi-user semantic communication,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.850014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 11a5cfd4-a1a3-4f7e-8432-56b5eb42f22d · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications A lite distributed semantic communication system for Internet of things,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.829319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ce968811-456b-4656-ac82-06cfd1216fc2 · outbound

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

Blind Training for Channel-Adaptive Digital Semantic Communications Robust information bottleneck for task-oriented communication with digital modulation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.811127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dbf6d9af-3c66-4229-aa2a-8d124728b975 · outbound

This paper cites Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication.

Blind Training for Channel-Adaptive Digital Semantic Communications Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:19:58.465830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f9daeda9-efc5-405c-ab18-3d2c2217f0e8 · outbound

This paper cites Joint source-channel coding for channel-adaptive digital semantic communications,.

Blind Training for Channel-Adaptive Digital Semantic Communications Joint source-channel coding for channel-adaptive digital semantic communications,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.790226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b19f2118-7361-4293-a1f4-e6569e15974b · outbound

This paper cites Adaptive modulation and retransmission scheme for semantic communication systems,.

Blind Training for Channel-Adaptive Digital Semantic Communications Adaptive modulation and retransmission scheme for semantic communication systems,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.767149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ff2b589b-734b-468a-802f-23f67b9ea68e · outbound

This paper cites Gradient-based learning applied to document recognition,.

Blind Training for Channel-Adaptive Digital Semantic Communications Gradient-based learning applied to document recognition,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.323352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42e507d9-ae52-4581-922d-b2117b48aa02 · outbound

This paper cites Learning multiple layers of features from tiny images,.

Blind Training for Channel-Adaptive Digital Semantic Communications Learning multiple layers of features from tiny images,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.711069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2dcbdd08-93ae-4baf-b911-45db438d3db7 · outbound

This paper cites An analysis of single-layer networks in unsupervised feature learning,.

Blind Training for Channel-Adaptive Digital Semantic Communications An analysis of single-layer networks in unsupervised feature learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.697395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 69a04263-4bc1-47bf-baf0-9eee1e15c978 · outbound

This paper cites Capacity of wireless channels,.

Blind Training for Channel-Adaptive Digital Semantic Communications Capacity of wireless channels,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.343951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 711eac72-fab9-48a2-92cd-43d2aa7f897f · outbound

This paper cites Communication-Efficient Split Learning via Adaptive Feature-Wise Compression.

Blind Training for Channel-Adaptive Digital Semantic Communications Communication-Efficient Split Learning via Adaptive Feature-Wise Compression

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:19:58.436723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dbe5d294-e036-4a4b-ab6b-bed81794a030 · outbound

This paper cites Quantization,.

Blind Training for Channel-Adaptive Digital Semantic Communications Quantization,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:58.357577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa6c22f5-d49b-4cf4-a918-4531a0e3b6f9 · outbound

This paper cites Semantic feature division multiple access for multi-user digital interference networks,.

Blind Training for Channel-Adaptive Digital Semantic Communications Semantic feature division multiple access for multi-user digital interference networks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.654849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5a0844a3-85ae-442e-af8b-ce8aec30e27c · outbound

This paper cites On the general BER expression of one- and two-dimensional amplitude modulations,.

Blind Training for Channel-Adaptive Digital Semantic Communications On the general BER expression of one- and two-dimensional amplitude modulations,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.636768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 208539f4-9986-415c-984f-bc059d35da5a · outbound

This paper cites The concrete distribution: A continuous relaxation of discrete random variables,.

Blind Training for Channel-Adaptive Digital Semantic Communications The concrete distribution: A continuous relaxation of discrete random variables,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.617906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ce357c68-bbf9-43e4-a293-6e217b58fd08 · outbound

This paper cites Solution of equations by iteration,.

Blind Training for Channel-Adaptive Digital Semantic Communications Solution of equations by iteration,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.602878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5c28f308-a233-4a80-b476-fe4caa3fcc31 · outbound

This paper cites Adam: A method for stochastic optimization,.

Blind Training for Channel-Adaptive Digital Semantic Communications Adam: A method for stochastic optimization,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:19:58.585763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 348c8d22-d04c-4972-9fa7-d681f21f18ae · inbound

Learning-Based Interface for Semantic Communication with Bit Importance Awareness cites this paper.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Blind Training for Channel-Adaptive Digital Semantic Communications

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:59.064605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc9ed37-4789-487a-abc9-3faa6ae40c42 · inbound

Importance-Aware Semantic Communication in MIMO-OFDM Systems Using Vision Transformer cites this paper.

Importance-Aware Semantic Communication in MIMO-OFDM Systems Using Vision Transformer Blind Training for Channel-Adaptive Digital Semantic Communications

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:59:19.010459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.