Paper Citation Record · LEDGER

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.02063.

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

pith.paper-citation-record.v1
2608.02063 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:00:12.779105Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f20afc65-c61a-490d-af07-be9844849120 · outbound

This paper cites On the likelihood-based approach to modulation classification,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification On the likelihood-based approach to modulation classification,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:10.219643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb978fa-ed1d-412b-ab20-850f8e8c535d · outbound

This paper cites Deep learning based automatic modulation recognition: Models, datasets, and challenges,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Deep learning based automatic modulation recognition: Models, datasets, and challenges,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:10.414749Z

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Unavailable: canonical work link unavailable.

Observation 6d43ce38-1038-4e40-b159-8db6ad8c3cfe · outbound

This paper cites Radio machine learning dataset generation with gnu radio,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Radio machine learning dataset generation with gnu radio,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:10.494755Z

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Unavailable: canonical work link unavailable.

Observation e14a5a07-fa9a-4580-aec4-ab8644ac5c16 · outbound

This paper cites Deep learning models for wireless signal classification with distributed low- cost spectrum sensors,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Deep learning models for wireless signal classification with distributed low- cost spectrum sensors,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:10.654749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3442e501-ccfc-4f72-9ee5-7f4eed6de09c · outbound

This paper cites A spatiotemporal multi-channel learning framework for automatic modulation recognition,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification A spatiotemporal multi-channel learning framework for automatic modulation recognition,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:10.794073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a9a7f59-aade-4a46-bb09-652ebaf9a1fa · outbound

This paper cites A complex-valued transformer for automatic modulation recognition,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification A complex-valued transformer for automatic modulation recognition,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:10.884751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82037a72-6e33-4156-8de8-18a919881db4 · outbound

This paper cites Iqformer: A novel transformer-based model with multi-modality fusion for automatic mod- ulation recognition,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Iqformer: A novel transformer-based model with multi-modality fusion for automatic mod- ulation recognition,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.055657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa8652bd-1439-44a5-b745-31c3687fdf6f · outbound

This paper cites Cppcnet: High-performance and low-complexity automatic modulation classification for resource-limited iot communication,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Cppcnet: High-performance and low-complexity automatic modulation classification for resource-limited iot communication,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.180972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d5d5f0e-4b28-4d79-aa31-da84a3d3d0e3 · outbound

This paper cites Semiamr: Semi-supervised automatic modulation recognition with cor- rected pseudo-label and consistency regularization,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Semiamr: Semi-supervised automatic modulation recognition with cor- rected pseudo-label and consistency regularization,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.254742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44dbe963-4cc3-4d09-b3b3-070bf323ba37 · outbound

This paper cites Open set domain adaptation for automatic modulation classification in dynamic communication environments,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Open set domain adaptation for automatic modulation classification in dynamic communication environments,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.384207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13ada8cc-77ba-4619-9d81-e48307d7b0fa · outbound

This paper cites Gignet: A graph- in-graph neural network for automatic modulation recognition,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Gignet: A graph- in-graph neural network for automatic modulation recognition,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.514790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 393e7ae7-317d-4c6a-8a76-db470efbe74c · outbound

This paper cites Dynamic classifier selection: Recent advances and perspectives,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Dynamic classifier selection: Recent advances and perspectives,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.657492Z

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Observation fa8ef167-b52e-4e8a-bc7f-2253d8075790 · outbound

This paper cites On optimum recognition error and reject tradeoff,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification On optimum recognition error and reject tradeoff,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.783556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f51cc7d-246d-4b60-9699-4bbb4ff11cba · outbound

This paper cites Abandon locality: Frame-wise embedding aided transformer for automatic modulation recognition,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Abandon locality: Frame-wise embedding aided transformer for automatic modulation recognition,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:11.924753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aceb727c-04e7-4deb-952e-0434a69cd9b9 · outbound

This paper cites A radio signal recognition approach based on complex-valued cnn and self-attention mechanism,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification A radio signal recognition approach based on complex-valued cnn and self-attention mechanism,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.044773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6313d105-8779-4fa9-bc31-0f99a93bf44e · outbound

This paper cites Alwnn: Au- tomatic modulation classification via adaptive lightweight wavelet neural network,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Alwnn: Au- tomatic modulation classification via adaptive lightweight wavelet neural network,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.156890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051834ee-1687-410f-bec6-157eb297ce26 · outbound

This paper cites Automatic Modulation Classification via Green Machine Learning.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Automatic Modulation Classification via Green Machine Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.251666Z

Source-reported events for the cited work

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Observation 9630819a-5071-4ed9-8ab6-679748571bf2 · outbound

This paper cites Test-time adaptation for robust modulation recognition under unknown channel distortions,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Test-time adaptation for robust modulation recognition under unknown channel distortions,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.384746Z

Source-reported events for the cited work

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Observation 9640787f-d9a5-4a24-a595-9bb10fb2d6ec · outbound

This paper cites KAN: Kolmogorov-Arnold Networks.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification KAN: Kolmogorov-Arnold Networks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.428380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d534f2ea-4c7c-4ef0-87e7-4a112b1e1cbb · outbound

This paper cites Enhancing Graph Collaborative Filtering with FourierKAN Feature Transformation.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Enhancing Graph Collaborative Filtering with FourierKAN Feature Transformation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.537577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57d738c1-3555-4248-a1ad-a8501c5a19a9 · outbound

This paper cites Quaternion convolutional neural networks for heterogeneous image processing,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Quaternion convolutional neural networks for heterogeneous image processing,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.624871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2be76cf-7ccc-45a8-8792-844ca49012c9 · outbound

This paper cites Geometric means in a novel vector space structure on symmetric positive-definite matrices,.

Cross-Fitted Residual Utility for Primary-Preserving Cognitive Decision Correction in Automatic Modulation Classification Geometric means in a novel vector space structure on symmetric positive-definite matrices,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T16:00:12.779105Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.