Paper Citation Record · LEDGER

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2506.01148.

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

pith.paper-citation-record.v1
2506.01148 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:54:55.672626Z

measured 32 of 32 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:54:53.635926Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T11:54:55.791231Z

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy25
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15ce02ca-02a6-43df-85f0-78b2f16bcc0f · outbound

This paper cites Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:54:55.834102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 46b6545a-46fe-403e-9f28-0257da702fdb · outbound

This paper cites EnCodec[ 14]: It generates compact, quantized audio represen- tations through a streaming encoder-decoder architecture utiliz- ing RVQ.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism EnCodec[ 14]: It generates compact, quantized audio represen- tations through a streaming encoder-decoder architecture utiliz- ing RVQ

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:58.165844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0f3e0e83-4f09-4e82-bb8a-f53bfcae6f09 · outbound

This paper cites Spectral Features: As SFs, we consider mel-frequency cepstral coefficients (MFCC)6 and linear-frequency cepstral coefficients (LFCC)7.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Spectral Features: As SFs, we consider mel-frequency cepstral coefficients (MFCC)6 and linear-frequency cepstral coefficients (LFCC)7

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:58.060033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7105d819-0bbc-4a95-8b3d-ce2ddf2f101c · outbound

This paper cites Dataset We use CirCor DigiScope dataset [18], available on PhysioNet [19].

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Dataset We use CirCor DigiScope dataset [18], available on PhysioNet [19]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.985316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f3e36881-ac90-404c-9aa5-fc05cb484289 · outbound

This paper cites To this end, we propose BAOMI, a novel framework that employs a bandit- based cross-attention mechanism to effectively fuse NACRs and SFs.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism To this end, we propose BAOMI, a novel framework that employs a bandit- based cross-attention mechanism to effectively fuse NACRs and SFs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.896175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2bd2cbc6-d020-43d8-afec-3b6b1ca4a233 · outbound

This paper cites World health organization,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism World health organization,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.815878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8a3e4084-8970-4c7e-880e-cbcfbfe25d3d · outbound

This paper cites Algorithms for automatic analysis and classification of heart sounds–a systematic review,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Algorithms for automatic analysis and classification of heart sounds–a systematic review,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.747565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a163978-f5fd-42cb-8796-e41e2e7e8bbb · outbound

This paper cites The diagnosis of heart diseases based on pcg signals using mfcc coefficients and svm classifier,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism The diagnosis of heart diseases based on pcg signals using mfcc coefficients and svm classifier,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.670900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a5b1a6bc-b3d1-44e7-84a4-f60356a7f168 · outbound

This paper cites an unresolved cited work.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:54:57.561337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5eace060-84c2-40e3-ac2c-04064065d4e6 · outbound

This paper cites An efficient heart murmur recognition and cardiovascular disorders classification system,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism An efficient heart murmur recognition and cardiovascular disorders classification system,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.476093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e29b643-3e9b-4c32-a82e-9800af8205ca · outbound

This paper cites Model-driven heart rate estimation and heart murmur detection based on phonocardiogram,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Model-driven heart rate estimation and heart murmur detection based on phonocardiogram,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.388305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09d88c2b-1a43-4697-804f-268603c09b13 · outbound

This paper cites Transformer embedded with learn- able filters for heart murmur detection,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Transformer embedded with learn- able filters for heart murmur detection,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.306014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d9a25c81-6749-473d-a14c-96a4ace71bdf · outbound

This paper cites Ensemble transformer-based neural networks detect heart murmur in phonocardiogram recordings,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Ensemble transformer-based neural networks detect heart murmur in phonocardiogram recordings,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.246642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2f043537-a9b9-4c46-a2d0-ae124562b059 · outbound

This paper cites Heart murmur classification using a capsule neural network,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Heart murmur classification using a capsule neural network,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.156136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation db34d7ff-f1a6-40e3-a071-3443ed057561 · outbound

This paper cites Intelligent cardiac auscultation for murmur detection via parallel-attentive models with uncertainty estimation,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Intelligent cardiac auscultation for murmur detection via parallel-attentive models with uncertainty estimation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:57.063274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9ba64366-7ab4-4d76-a4fb-d5b69eca1028 · outbound

This paper cites Time-domain heart sound classification using neural audio codecs,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Time-domain heart sound classification using neural audio codecs,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.991094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0be6a82e-ceab-4387-abd3-ad6d99683815 · outbound

This paper cites Towards audio codec-based speech separation,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Towards audio codec-based speech separation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.912880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1823753d-3d4c-45da-b0af-e94a7cee5e36 · outbound

This paper cites DASB - Discrete Audio and Speech Benchmark.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism DASB - Discrete Audio and Speech Benchmark

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:54:55.082771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a87066-2113-47dd-a3d1-1e49229e2476 · outbound

This paper cites High fidelity neural audio compression,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism High fidelity neural audio compression,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.828642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f25c4487-6092-4aed-8a10-45610cab6674 · outbound

This paper cites Speechtokenizer: Unified speech tokenizer for speech language models,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Speechtokenizer: Unified speech tokenizer for speech language models,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:54:55.135991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b05491ce-ca8c-47c4-9644-b13e8c2cad5c · outbound

This paper cites A cross-attention layer coupled with multimodal fusion methods for recognizing depression from spon- taneous speech,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism A cross-attention layer coupled with multimodal fusion methods for recognizing depression from spon- taneous speech,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.311960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa8ac7ed-d7f7-44de-a8a0-7b08f168373a · outbound

This paper cites High-fidelity audio compression with improved rvqgan,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism High-fidelity audio compression with improved rvqgan,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:54:55.234161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4908d5f-fbd3-41f9-b560-75f8ebebfc36 · outbound

This paper cites Snac: Multi- scale neural audio codec,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Snac: Multi- scale neural audio codec,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.727457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30c26907-aad5-4042-b1fe-0c403f3aa251 · outbound

This paper cites The circor digiscope dataset: from murmur detection to murmur classifica- tion,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism The circor digiscope dataset: from murmur detection to murmur classifica- tion,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.628588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6475bff0-6f1a-4acc-87f2-135b0fdd3e8c · outbound

This paper cites Physiobank, physiotoolkit, and physionet: Compo- nents of a new research resource for complex physiologic signals,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Physiobank, physiotoolkit, and physionet: Compo- nents of a new research resource for complex physiologic signals,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.529015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 39cd99f5-8b10-4a10-8e0e-867563c402df · outbound

This paper cites Heart murmur severity stages classifi- cation using multi-kernel residual cnn,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Heart murmur severity stages classifi- cation using multi-kernel residual cnn,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.406853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5c1d63c1-c94a-45c2-808c-eb870d47f3df · outbound

This paper cites Mul- timodal fusion for vocal biomarkers using vector cross-attention,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Mul- timodal fusion for vocal biomarkers using vector cross-attention,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.221197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dccd242f-c898-4314-9029-aed5a5f08c98 · outbound

This paper cites Heart sound classification based on improved mfcc features and convolu- tional recurrent neural networks,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Heart sound classification based on improved mfcc features and convolu- tional recurrent neural networks,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.143631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 911354c2-d0f5-4c0c-b007-460756d7f592 · outbound

This paper cites Heart sound clas- sification based on log mel-frequency spectral coefficients features and convolutional neural networks,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Heart sound clas- sification based on log mel-frequency spectral coefficients features and convolutional neural networks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:56.040773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f1947f24-a47d-41a7-b6d1-e4040ee68917 · outbound

This paper cites Heart sound classification based on improved mel-frequency spectral coefficients and deep residual learning,.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Heart sound classification based on improved mel-frequency spectral coefficients and deep residual learning,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:54:55.943677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dd7581ff-750f-4917-834c-fb88863e0cb6 · outbound

This paper cites Available: https://openreview.net/forum?id= AF9Q8Vip84.

Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Available: https://openreview.net/forum?id= AF9Q8Vip84

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T11:54:55.181692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 15ce02ca-02a6-43df-85f0-78b2f16bcc0f · inbound