Paper Citation Record · LEDGER

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection

As of 19 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2511.21325.

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

pith.paper-citation-record.v1
2511.21325 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:05:31.270314Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

57 of 57 outbound references displayed

verified exact0
verified fuzzy0
unresolved57
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7049314-18cc-4217-a5aa-067224945dba · outbound

This paper cites Super Year.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Super Year

Reference 1

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Observation b2d94f32-2e6e-4858-9161-6ccdb07a5ba2 · outbound

This paper cites AI-Enabled Fraud: How Scammers Are Exploiting Gener- ative AI.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection AI-Enabled Fraud: How Scammers Are Exploiting Gener- ative AI

Reference 2

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Observation 03974094-af33-4039-b23c-69fab5bccf5c · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 3

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Observation b805d475-2251-43d3-bafe-cfd44a6373db · outbound

This paper cites Tan et al.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Tan et al

Reference 4

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Observation 683b93bb-da59-4a2d-bab4-6808098ea1a7 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 5

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Observation cfdf4557-6fd6-4748-b770-20a301290719 · outbound

This paper cites FBI Warns Senior US Officials Are Being Impersonated Using Texts, AI V oice Messages.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection FBI Warns Senior US Officials Are Being Impersonated Using Texts, AI V oice Messages

Reference 6

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Observation 2ab6f3c5-eadf-43ee-ad7e-41a389640db2 · outbound

This paper cites Rahaman, A.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Rahaman, A

Reference 7

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Observation d90850ad-5688-4c1b-889f-be89f8abeae8 · outbound

This paper cites Basri, D.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Basri, D

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:28.063261Z

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Observation d8cf4675-64f3-450e-8929-8590e4513229 · outbound

This paper cites Towards Understanding the Spectral Bias of Deep Learning.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Towards Understanding the Spectral Bias of Deep Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:28.200487Z

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Observation 55b5fb27-87a0-4cd3-8bc0-4761d02447df · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:28.355746Z

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Observation 43f530a0-0703-4215-a029-80a19295e3e2 · outbound

This paper cites Fridovich-Keil, R.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Fridovich-Keil, R

Reference 11

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Observation 62846fb0-3fad-4023-925f-e7ffef4646be · outbound

This paper cites Opening the Black Box of Deep Neural Networks via Information.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Opening the Black Box of Deep Neural Networks via Information

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:28.603373Z

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Observation 36949e80-171a-47d3-ab77-30eb57a0133d · outbound

This paper cites Li and Y.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Li and Y

Reference 13

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Observation 67c44bfc-d697-48ab-b66c-9253006bfa90 · outbound

This paper cites Allen-Zhu, Y.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Allen-Zhu, Y

Reference 14

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Observation 98ec5893-226d-4e51-9a11-737a909942d2 · outbound

This paper cites Monga, Y.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Monga, Y

Reference 15

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Observation 944ea70c-ecb0-4c48-9d3c-e295cda2f6ce · outbound

This paper cites Shlezinger, Y.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Shlezinger, Y

Reference 16

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Observation f10a0690-90df-456a-99ab-99fdd4c726ab · outbound

This paper cites Tancik, P.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Tancik, P

Reference 17

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Observation 6eb70c6d-33c6-40c0-bfd4-a593a06cad16 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 18

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Observation df023100-ee38-4f6b-b56e-ba5b6f1d916c · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.031096Z

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Observation ab71188d-28f9-4da3-91da-dbf2a058bf5d · outbound

This paper cites Schwarz, Y.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Schwarz, Y

Reference 20

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Observation 9c235af9-c3e9-4241-8608-815cc9d4dd09 · outbound

This paper cites Fuglede and F.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Fuglede and F

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.093077Z

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Observation d0461ed8-7052-4218-9705-c952bd5682de · outbound

This paper cites Improving Visual Perception of a Social Robot for Controlled and In-the-wild Human-robot Interaction.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Improving Visual Perception of a Social Robot for Controlled and In-the-wild Human-robot Interaction

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.132022Z

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Observation 817880ab-9b7e-400d-ace4-3cc193c539b2 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 23

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Observation 2b57933e-e0b3-42a0-9353-aa11a4a9f4cc · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.256322Z

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Observation 11374799-0cde-41eb-b46c-af930a2e3332 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.297533Z

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Observation 3adc0b9d-9281-404b-86b8-a27f432ffc6b · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 26

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Observation 7979989b-945e-4976-97d3-6bb2a0b545e8 · outbound

This paper cites Jeong, M.-G.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Jeong, M.-G

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.386545Z

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Observation 01038895-8fa4-493c-97e0-f046143caef9 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.415176Z

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Observation fbc4cf52-5948-46c4-86ed-cba41f3fb1b7 · outbound

This paper cites Hertz, O.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Hertz, O

Reference 29

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Observation e4960de6-f2d6-427e-aeaa-59a93e4349a7 · outbound

This paper cites Fridrich and J.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Fridrich and J

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.502024Z

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Observation 337b3b13-69d7-4c3b-9efe-83a442b9f15e · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.535061Z

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Observation 7eec2b2a-40fa-46df-8971-e984718e8dce · outbound

This paper cites Bayar and M.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Bayar and M

Reference 32

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Observation 4c902fc1-b312-4183-a87b-fdde60e996aa · outbound

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SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 33

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Observation de96927d-38de-42c4-b545-db6d63da0b10 · outbound

This paper cites Truong, R.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Truong, R

Reference 34

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Observation a40b14f9-68e3-4189-a94c-f29e4a53c0e2 · outbound

This paper cites Xiao and R.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Xiao and R

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.692395Z

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Observation c8837dff-c029-4e22-ae4b-a6d5174175c7 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 36

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Observation 4618a7b5-337a-4801-897e-65efb4c0c5b0 · outbound

This paper cites Wang and J.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Wang and J

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.767003Z

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Observation 15e26b53-6f29-4a30-bf6e-ab1a15ce5556 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 38

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Observation 36a0d6cc-3d36-4f2a-9ad4-8a3701774f42 · outbound

This paper cites Pianese, D.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Pianese, D

Reference 39

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Observation 6fefba26-a8a4-4588-87d2-f44527d69b96 · outbound

This paper cites ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.869188Z

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Observation 6d005a8e-4562-4058-b028-10aedbaf73cb · outbound

This paper cites Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.901374Z

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Observation 06454a47-81ce-49e1-83e8-46fb1fe64645 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 42

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Observation 7ea9d4ba-0fda-47c3-ada1-5f2e3c64aae3 · outbound

This paper cites XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:29.992627Z

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Observation 2b754dfb-a6aa-4820-83fd-d0aec7fa824a · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.143936Z

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Observation f6ff9172-12f7-460e-b305-539c8f4ee216 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Robust Speech Recognition via Large-Scale Weak Supervision

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.222678Z

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Observation 4a4536db-8d35-48b2-beab-94e4d386bd24 · outbound

This paper cites Baevski, H.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Baevski, H

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.296666Z

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Observation 4697d77a-f007-46da-8751-35a0a2459671 · outbound

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SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Yamagishi, M

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.353992Z

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Observation 309c4b86-9442-4ae0-8573-0c8aa804df8b · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 48

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Observation a7f82ac9-c7db-44f4-9a52-075326b7b435 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.603733Z

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Observation ecba71c0-c5ed-4960-86fe-40d30d36e7b7 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.632945Z

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Observation f2a1bbae-edb3-40ed-9ce8-67eada9e20ff · outbound

This paper cites Zhang, S.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Zhang, S

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.685969Z

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Observation 571320f7-294d-4b7c-8d60-a7665678ccc3 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 52

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Observation 75dc9652-ef31-490f-b91b-b620e3233008 · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.812856Z

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Observation 03c5efd0-b9f8-4175-a06c-88612abfedd5 · outbound

This paper cites RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:30.905254Z

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Observation 2ef5b379-8c0f-403b-a7c8-ed3b3839e3c8 · outbound

This paper cites Rosello, A.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Rosello, A

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:31.087250Z

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Observation 7a3b4d82-9fd9-4270-8717-a282b41d1dbe · outbound

This paper cites an unresolved cited work.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:31.194527Z

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Observation 8fea8012-d996-40b2-af3a-d1f34f093421 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T20:05:31.270314Z

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Pith citing papers

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