Paper Citation Record · LEDGER

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification

As of 11 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2501.00064.

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

pith.paper-citation-record.v1
2501.00064 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:24:49.007430Z

measured 31 of 31 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 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

31 of 31 outbound references displayed

verified exact2
verified fuzzy13
unresolved16
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d56ce991-9845-4e60-b6a2-fd2ff372b065 · outbound

This paper cites Fundamentals of lung auscultation,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Fundamentals of lung auscultation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.352086Z

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 67bbfe5a-d30b-4cb9-8412-d541d318895d · outbound

This paper cites An open access database for the evaluation of respiratory sound classification algorithms,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification An open access database for the evaluation of respiratory sound classification algorithms,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.342779Z

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 9b077346-e5ce-44cf-b8b8-1e58c1ffa0ff · outbound

This paper cites Sprsound: Open-source sjtu paediatric respiratory sound database,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Sprsound: Open-source sjtu paediatric respiratory sound database,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.332169Z

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 dd3b780a-4e0a-4dcc-ae0f-ccae806db58f · outbound

This paper cites Bench- marking of eight recurrent neural network variants for breath phase and adventitious sound detection on a self-developed open-access lung sound database—hf lung v1,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Bench- marking of eight recurrent neural network variants for breath phase and adventitious sound detection on a self-developed open-access lung sound database—hf lung v1,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.323752Z

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 ca000cd4-75fb-41ab-8207-72121c4191b3 · outbound

This paper cites Machine learning in lung sound analysis: A systematic review,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Machine learning in lung sound analysis: A systematic review,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.315229Z

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 1cf10624-d8a1-45af-bace-3654973d9d68 · outbound

This paper cites Lungrn+nl: An improved adventitious lung sound classification using non-local block resnet neural network with mixup data augmentation,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Lungrn+nl: An improved adventitious lung sound classification using non-local block resnet neural network with mixup data augmentation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.306287Z

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 c2664e44-8560-4787-a82d-60a689ef5b81 · outbound

This paper cites RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:24:49.218876Z

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 989f8d5e-91d2-4f93-bcbd-90f86982b998 · outbound

This paper cites Adventitious Respiratory Classification Using Attentive Residual Neu- ral Networks,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Adventitious Respiratory Classification Using Attentive Residual Neu- ral Networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.297177Z

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 ab946955-8cc7-4286-bdab-ef3c1a5bc33c · outbound

This paper cites Cnn-moe based framework for classification of respiratory anomalies and lung disease detection,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Cnn-moe based framework for classification of respiratory anomalies and lung disease detection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.288148Z

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 ef9ec9e3-94fa-4ef1-a840-27b659822674 · outbound

This paper cites AST: Audio Spectrogram Transformer.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification AST: Audio Spectrogram Transformer

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.937102Z

Source-reported events for the cited work

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Observation 46212d53-f4e6-4cf9-b544-fade242a16c7 · outbound

This paper cites Patch-mix contrastive learning with audio spectrogram transformer on respiratory sound classification,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Patch-mix contrastive learning with audio spectrogram transformer on respiratory sound classification,

Reference 11

Resolution: verified exact; doi, observed 2026-08-10T23:24:49.038215Z

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 157fab78-e9d8-4185-bcf0-232ecd52ae9d · outbound

This paper cites RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.944296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d35d9a0-6517-444c-bf93-b0d79d0bfaf0 · outbound

This paper cites BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.948003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb2fa4a-0156-4028-800a-aff4f91308a1 · outbound

This paper cites Masked Modeling Duo: Towards a Universal Audio Pre-training Framework.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Masked Modeling Duo: Towards a Universal Audio Pre-training Framework

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.951554Z

Source-reported events for the cited work

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Observation d1b3f665-2788-42db-b131-cec8f812f6d0 · outbound

This paper cites Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.955347Z

Source-reported events for the cited work

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Observation 95925214-471a-402e-ae03-15302cd6f683 · outbound

This paper cites A domain transfer based data augmentation method for automated respiratory classification,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification A domain transfer based data augmentation method for automated respiratory classification,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.278212Z

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 80d94a64-04e9-4d78-aa3b-903af7d4f97b · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification mixup: Beyond Empirical Risk Minimization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.962221Z

Source-reported events for the cited work

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Observation 73d00373-5ce2-4889-ae93-74929a5d801a · outbound

This paper cites How Does Mixup Help With Robustness and Generalization?.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification How Does Mixup Help With Robustness and Generalization?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.965567Z

Source-reported events for the cited work

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Observation d1194ebb-7919-460a-b408-775347a6ad88 · outbound

This paper cites Gap-aug: Gamma patch-wise correction augmentation method for respiratory sound classification,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Gap-aug: Gamma patch-wise correction augmentation method for respiratory sound classification,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.268480Z

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 febdfb79-e979-4d3d-b5c6-56ae13874915 · outbound

This paper cites Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.972029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0eba8e-897d-49dc-a8c8-f9667f82e6b7 · outbound

This paper cites ResizeMix: Mixing Data with Preserved Object Information and True Labels.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification ResizeMix: Mixing Data with Preserved Object Information and True Labels

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.975518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f948edb-388c-4824-b4f4-aa1574405595 · outbound

This paper cites Attention mixup: An accurate mixup scheme based on interpretable attention mechanism for multi-label audio classification,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Attention mixup: An accurate mixup scheme based on interpretable attention mechanism for multi-label audio classification,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.258479Z

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 b8c472f6-8560-4f5d-b181-937468d1e040 · outbound

This paper cites Domain generalization: A survey,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Domain generalization: A survey,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.981938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7acac366-41f1-46c4-97d1-12af0062d019 · outbound

This paper cites Mining multi-label data,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Mining multi-label data,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.248992Z

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 09bada56-31f0-453b-92c7-ead74e709d1d · outbound

This paper cites Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.988092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75cffb45-dfbe-4e25-ada7-314217dd8b41 · outbound

This paper cites Audio set: An ontology and human-labeled dataset for audio events,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Audio set: An ontology and human-labeled dataset for audio events,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:24:49.239049Z

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 02db44da-403d-48c1-bef5-fcfb5f7a92ff · outbound

This paper cites Imagenet large scale visual recognition challenge,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Imagenet large scale visual recognition challenge,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.994283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8932877-3d90-4f13-83b3-0607f44072da · outbound

This paper cites Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:48.997613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5ee2bfa-2dcc-45f3-8526-597999a2f0c7 · outbound

This paper cites Decoupled weight decay regularization,.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification Decoupled weight decay regularization,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:49.000895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d886b61b-f569-4298-912b-30b65296aacf · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:49.004000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73e13fcc-fcd1-496c-90c5-c48e43cc61a1 · outbound

This paper cites CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features.

Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T23:24:49.007430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.