Paper Citation Record · LEDGER

Learning-Based Interface for Semantic Communication with Bit Importance Awareness

As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2507.12850.

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

pith.paper-citation-record.v1
2507.12850 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:40:59.549114Z

measured 17 of 17 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

17 of 17 outbound references displayed

verified exact0
verified fuzzy7
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 08335f53-77d9-4663-804f-1badd716fcb3 · outbound

This paper cites an unresolved cited work.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:41:01.233069Z

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 556d03e3-3375-4fd9-8dc3-055ae517c12f · outbound

This paper cites Deep learning enabled semantic communication systems,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Deep learning enabled semantic communication systems,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:58.846274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b75aafe6-fd4f-4b92-a799-8273ffbaf1a2 · outbound

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

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Deep joint source- channel coding for wireless image transmission,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:58.869908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e85b46cf-3ef6-4a61-a99e-fdbaf6b07688 · outbound

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

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Deepwive: Deep-learning-aided wireless video transmission,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:41:00.966765Z

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 9b04d8b9-464e-48d7-bd96-5ed759d18f9b · outbound

This paper cites Semantic communication systems for speech transmission,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Semantic communication systems for speech transmission,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:58.929986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f65bacec-5ba1-44cd-b186-745d3692eab6 · outbound

This paper cites Multi- level reliability interface for semantic communications over wireless networks,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Multi- level reliability interface for semantic communications over wireless networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:41:00.720607Z

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 11e88988-681d-4fa4-b4d4-b9f85b6ed2f8 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:59.000420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8f699bb-a95e-43e7-919e-dc2611cfe092 · outbound

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

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:59.029217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Blind Training for Channel-Adaptive Digital Semantic Communications.

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 2fbde249-bb8a-4f34-ab83-f8c53056363a · outbound

This paper cites Neural joint source-channel coding,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Neural joint source-channel coding,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:41:00.439639Z

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 a3bdbfc8-cf9b-4175-9b97-d1ac1d827119 · outbound

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

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Joint source-channel coding for channel-adaptive digital semantic communications,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:41:00.205203Z

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 4a38038f-c13b-427c-9166-987487360644 · outbound

This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:59.199252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fbdd065-a6cf-4709-b3e4-ad8b911307bb · outbound

This paper cites Witt: A wireless image transmission transformer for semantic communications,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Witt: A wireless image transmission transformer for semantic communications,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:41:00.046103Z

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 e913a7de-d177-4b76-8636-d69ac8e0872f · outbound

This paper cites Squeeze-and-excitation networks,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Squeeze-and-excitation networks,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:59.307625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64c4d4f7-6f8f-4abf-9b75-a0ea2a5282eb · outbound

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

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Learning multiple layers of features from tiny images,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:40:59.937940Z

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 88691f02-9068-4733-ac34-643a23c95234 · outbound

This paper cites Reading digits in natural images with unsupervised feature learning,.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness Reading digits in natural images with unsupervised feature learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:40:59.825613Z

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 dd0862f1-dfcc-4abe-8491-39fd0ae271a6 · outbound

This paper cites A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets.

Learning-Based Interface for Semantic Communication with Bit Importance Awareness A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:59.549114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.