Paper Citation Record · LEDGER

Emoanti: audio anti-deepfake with refined emotion-guided representations

As of 18 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 3 inbound Pith citation observations for arXiv:2509.10781.

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

pith.paper-citation-record.v1
2509.10781 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:38:41.320522Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:50:20.835476Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T13:35:26.561973Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f61d427f-5bfb-4a4c-be43-069326c2b1f1 · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.062513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c3a20e2-090d-41f4-9a7a-3aa1407027d0 · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.186478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e845efe9-decc-4223-951f-b098363e24d4 · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.290337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 323b8396-c3cb-4dd1-99bf-6773703e734a · outbound

This paper cites Emoanti: audio anti-deepfake with refined emotion-guided representations.

Emoanti: audio anti-deepfake with refined emotion-guided representations Emoanti: audio anti-deepfake with refined emotion-guided representations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.394463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b1bd1c8-5dd4-410f-91be-f1e7b74db66b · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.528966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86c96c5c-1786-45e9-b112-7a717f584193 · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.680564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b6087a-eb17-4a50-ba1f-f1dc5b004484 · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-08-04T17:38:38.752007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59f5f604-3aa3-4ca4-abdf-c88f1470a1a9 · outbound

This paper cites an unresolved cited work.

Emoanti: audio anti-deepfake with refined emotion-guided representations Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.894812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4afdd62-a6af-4420-abaf-c6f9de9d3326 · outbound

This paper cites We thank the reviewers for their contributions.

Emoanti: audio anti-deepfake with refined emotion-guided representations We thank the reviewers for their contributions

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:38.949621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57c8a68-1741-4317-ba90-597b23216299 · outbound

This paper cites Audio Deepfake Detection: A Survey.

Emoanti: audio anti-deepfake with refined emotion-guided representations Audio Deepfake Detection: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.097563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732de417-0a73-4387-b65b-ac04bd9540cf · outbound

This paper cites Audio deepfake detection based on a combination of f0 information and real plus imag- inary spectrogram features,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Audio deepfake detection based on a combination of f0 information and real plus imag- inary spectrogram features,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.187777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79ee1314-0a68-49ab-9283-2d274f79b5b6 · outbound

This paper cites V oice spoofing countermeasure for logical access at- tacks detection,.

Emoanti: audio anti-deepfake with refined emotion-guided representations V oice spoofing countermeasure for logical access at- tacks detection,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.305642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61aaa7c2-773d-4e4d-b8e9-33271e584559 · outbound

This paper cites Deepfake speech detection through emotion recogni- tion: a semantic approach,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Deepfake speech detection through emotion recogni- tion: a semantic approach,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.400758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c0aee63-6fa1-418f-91a5-a515530914d9 · outbound

This paper cites The vicomtech audio deepfake detection system based on wav2vec2 for the 2022 add challenge,.

Emoanti: audio anti-deepfake with refined emotion-guided representations The vicomtech audio deepfake detection system based on wav2vec2 for the 2022 add challenge,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.482025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fb5ad35-d77d-4163-8283-f1d8e4828be1 · outbound

This paper cites Audio anti-spoofing based on audio feature fusion,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Audio anti-spoofing based on audio feature fusion,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.617197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc0db7d-6125-4f3d-b6ed-54b206ab9b06 · outbound

This paper cites Audio deepfake detection with self- supervised wavlm and multi-fusion attentive classifier,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Audio deepfake detection with self- supervised wavlm and multi-fusion attentive classifier,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.773741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a66cd346-43c9-41c3-b1af-4b75f3e9f28f · outbound

This paper cites Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training.

Emoanti: audio anti-deepfake with refined emotion-guided representations Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.844023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2f6f97-b345-4719-a3be-4f79e7bca647 · outbound

This paper cites Wav2Vec2 - Large - Robust model,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Wav2Vec2 - Large - Robust model,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:39.931924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bf1cd22-3d1a-4090-887a-68727bcf51c8 · outbound

This paper cites Large-scale self-supervised speech representation learning for automatic speaker verification,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Large-scale self-supervised speech representation learning for automatic speaker verification,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.011001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f472ad0d-828b-4725-ae4d-2c658da5eb9b · outbound

This paper cites Dawn of the transformer era in speech emotion recog- nition: closing the valence gap,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Dawn of the transformer era in speech emotion recog- nition: closing the valence gap,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.143622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4722c047-00ab-472e-9d93-cd18cdaa08e3 · outbound

This paper cites Iemocap: Interactive emotional dyadic motion capture database,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Iemocap: Interactive emotional dyadic motion capture database,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.222469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f38cb61-3478-481f-87d8-518c891f6231 · outbound

This paper cites Speech emotion recognition using self-supervised features,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Speech emotion recognition using self-supervised features,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.337852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59307c73-8c8f-4cca-a42e-3a1472143c46 · outbound

This paper cites ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection.

Emoanti: audio anti-deepfake with refined emotion-guided representations ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.411889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4bd914-dd0d-4884-b2c3-2d001bf8ea33 · outbound

This paper cites ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection.

Emoanti: audio anti-deepfake with refined emotion-guided representations ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.590625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 347d8f19-34dc-4854-b8ca-e828f0da274a · outbound

This paper cites Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.684405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d990f0ca-0df0-43ec-be19-2b1e7314c88a · outbound

This paper cites t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification.

Emoanti: audio anti-deepfake with refined emotion-guided representations t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.790770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af39e010-3485-4943-87cc-de628e84b79a · outbound

This paper cites ASVspoof 2021 Baseline CM & Evaluation Package,.

Emoanti: audio anti-deepfake with refined emotion-guided representations ASVspoof 2021 Baseline CM & Evaluation Package,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:40.895382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96079eca-72e4-40b4-a621-bac246af4167 · outbound

This paper cites Known-unknown data augmentation strate- gies for detection of logical access, physical access and speech deepfake attacks: Asvspoof 2021,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Known-unknown data augmentation strate- gies for detection of logical access, physical access and speech deepfake attacks: Asvspoof 2021,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:41.020445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2c9af23-ff1f-450f-8d6e-40441211268c · outbound

This paper cites End-to-end anti-spoofing with rawnet2,.

Emoanti: audio anti-deepfake with refined emotion-guided representations End-to-end anti-spoofing with rawnet2,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:41.120544Z

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Unavailable: canonical work link unavailable.

Observation bcdc2648-6354-4b79-b5d2-a601ad843c65 · outbound

This paper cites Ur channel- robust synthetic speech detection system for asvspoof 2021,.

Emoanti: audio anti-deepfake with refined emotion-guided representations Ur channel- robust synthetic speech detection system for asvspoof 2021,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:41.229298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c502ab3b-0786-416f-a622-41371182ea26 · outbound

This paper cites Investigating self-supervised front ends for speech spoofing countermeasures.

Emoanti: audio anti-deepfake with refined emotion-guided representations Investigating self-supervised front ends for speech spoofing countermeasures

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T17:38:41.320522Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation 323b8396-c3cb-4dd1-99bf-6773703e734a · inbound