Paper Citation Record · LEDGER

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

As of 22 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 5 inbound Pith citation observations for arXiv:2502.04049.

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

pith.paper-citation-record.v1
2502.04049 v3

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:48:29.038442Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:43:08.307680Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T12:54:40.683833Z

Reference resolution

93 of 93 outbound references displayed

verified exact13
verified fuzzy17
unresolved54
parse uncertain0
malformed identifier1
metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 53009a31-2896-4146-90f7-aa9f87d1b3a7 · outbound

This paper cites Goodfellow, J.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Goodfellow, J

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.649810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e2761ee-feee-43f0-b114-cb329519208e · outbound

This paper cites Verdoliva, Media forensics and deepfakes: An overview, IEEE Journal of Selected Topics in Signal Processing 14 (5) (2020) 910–932.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Verdoliva, Media forensics and deepfakes: An overview, IEEE Journal of Selected Topics in Signal Processing 14 (5) (2020) 910–932

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:30.996754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7088c28e-813b-48aa-afc5-869764b1f98c · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.661572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 841927b5-0fa1-46f7-b5d6-78949c772d2c · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.665742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 084f9f14-d3e4-49c8-b8a4-0f93d4bfe893 · outbound

This paper cites A Survey on Neural Speech Synthesis.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components A Survey on Neural Speech Synthesis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.670617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2961bc2-41ad-4bc7-9206-2af818608dc9 · outbound

This paper cites Sisman, J.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Sisman, J

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.674422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92030520-e297-49a5-aaf0-91ff4a68b21a · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.678839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ef8337-a51c-4d47-9837-e8b7e25f905a · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.683097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17665c82-7556-490e-b0fe-550dda0a23c5 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.686354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83bdc5cf-dc80-44e5-944a-b05055fccfae · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.704949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 912b812e-5b3a-49d9-8a3a-31eab973e271 · outbound

This paper cites Pellom, J.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Pellom, J

Reference 11

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:30.720827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9dbb17a-9815-435a-9fe7-062d5ac40ae4 · outbound

This paper cites Masuko, T.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Masuko, T

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:27.842546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8dcc170-7e32-41ab-bfc4-75d14055c8be · outbound

This paper cites Castan, M.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Castan, M

Reference 13

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.417936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9e3cd896-d166-4563-a555-9b14abcffbc6 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.407536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4673bd7c-b902-43d6-8957-6676d81e2b35 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 15

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:30.609157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cb2a84dd-8310-4b8c-aecf-07f8980f00ac · outbound

This paper cites Sahidullah, T.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Sahidullah, T

Reference 17

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.391258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b10776b0-40d5-436d-82c0-9c7586c2dcd9 · outbound

This paper cites Todisco, H.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Todisco, H

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.059424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ced0f1fc-199d-44f1-ad3a-6364c5ce748a · outbound

This paper cites Lavrentyeva, S.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Lavrentyeva, S

Reference 19

Resolution: malformed identifier; no resolver link, observed 2026-08-08T23:48:28.063663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f80e8885-1c8b-4127-a03f-fc17e38aed72 · outbound

This paper cites Cohen, I.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Cohen, I

Reference 21

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.375108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2bf09f8b-69ad-495b-91ca-a26d1ea48d02 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.087998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb5efc82-6603-49ec-81f9-2db8c5d05383 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.364931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3255a07b-fc1a-4766-8676-1b64a25242d3 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.110103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9904fbf5-fed1-4ab9-b61d-bddfe73708c0 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.113497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fe6fc6a-bbdb-4fbf-aff1-605bd6baaffe · outbound

This paper cites An Explainable Probabilistic Attribute Embedding Approach for Spoofed Speech Characterization.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components An Explainable Probabilistic Attribute Embedding Approach for Spoofed Speech Characterization

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:48:30.438929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 96c108c0-af8d-4106-8cd7-4626f9fed7c6 · outbound

This paper cites Breiman, Classification and regression trees, Routledge, 2017.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Breiman, Classification and regression trees, Routledge, 2017

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.121622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8932c49-2838-4d70-89f1-afec506739b6 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.125742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97703558-37b2-4d08-840f-4d426be82694 · outbound

This paper cites McCullagh, Generalized linear models, Routledge, 2019.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components McCullagh, Generalized linear models, Routledge, 2019

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.129651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32348605-f121-4d3a-bde5-672321ded81a · outbound

This paper cites Cortes, Support-vector networks, Machine Learning (1995).

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Cortes, Support-vector networks, Machine Learning (1995)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.133428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 990b62b6-2246-406b-ba55-f402817859de · outbound

This paper cites Scott, L.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Scott, L

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:32.067868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a1c3bea5-fb19-49c1-a4b0-4d0b5cf4d633 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:32.025477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6c779954-958a-4536-9920-583db39bb896 · outbound

This paper cites Bonastre, P.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Bonastre, P

Reference 33

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:30.424147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f4a5bbee-fb95-46e3-b4ab-c800e6381b5a · outbound

This paper cites Ben-Amor, J.-F.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Ben-Amor, J.-F

Reference 34

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.353507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 152f7e7a-4c35-4648-af09-9c5bf453026d · outbound

This paper cites Ben-Amor, Deep modeling based on voice attributes for explainable speaker recognition: Application in the forensic domain, Ph.D.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Ben-Amor, Deep modeling based on voice attributes for explainable speaker recognition: Application in the forensic domain, Ph.D

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.990947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ab12672f-1998-4e24-a4c0-6a56df4d6afc · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.949890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4147cb5b-0113-40c9-b873-5869c1c5fe07 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.940566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f6262c9b-2b2b-4acb-980d-069ae21d3c2c · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.930374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0507db7e-aa59-4b93-916e-257645ba607a · outbound

This paper cites Borrelli, P.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Borrelli, P

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.920753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8c66ce7b-6a42-44fe-b0ab-69341f5003e7 · outbound

This paper cites Salvi, P.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Salvi, P

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.911170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 33b031d8-149d-48e2-b476-66ae39320de7 · outbound

This paper cites Syn-Att: Synthetic Speech Attribution via Semi-Supervised Unknown Multi-Class Ensemble of CNNs.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Syn-Att: Synthetic Speech Attribution via Semi-Supervised Unknown Multi-Class Ensemble of CNNs

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:48:30.343748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c7a0b0e4-37ff-4b48-bdc4-661413bb0a57 · outbound

This paper cites Bhagtani, E.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Bhagtani, E

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.901246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 77cb69dd-65b5-4c12-853c-c4993ebbc641 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.890945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f29efcaa-ecd6-454a-ab3f-2286f34528a2 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.857555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 81387c32-aedf-4ee0-a0e0-2970cc0594ad · outbound

This paper cites Attacker Attribution of Audio Deepfakes.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Attacker Attribution of Audio Deepfakes

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.350077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99f55f7b-0958-46b1-a47e-65e229fc826e · outbound

This paper cites Klein, T.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Klein, T

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.415350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 256a30a9-8cec-42b4-b494-32aadbdedd2e · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.770356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1f6a253a-7848-4186-b2be-c96199197630 · outbound

This paper cites Zeng, J.-T.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Zeng, J.-T

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.724461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 84f9049b-9d75-4e4a-8832-b9fea4f4af02 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.714851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dc93998a-a904-497b-b97c-ed482c5d6a2c · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.703477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 09c020b9-4314-476a-aaf0-424cc884fb92 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 51

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.337222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa518e7e-3f62-4c25-acb9-97d4e21112f2 · outbound

This paper cites Gupta, M.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Gupta, M

Reference 52

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.326346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4f6c72df-60b1-45f6-8575-4933289dd704 · outbound

This paper cites Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.641087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf8dff35-22f7-422f-a4e2-9029b1bd0393 · outbound

This paper cites Zhang, X.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Zhang, X

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.692817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e26e55f4-66d2-4493-b867-a1b852938f05 · outbound

This paper cites Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.648472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bfe4783-7be1-4f28-acd9-eb212e020faf · outbound

This paper cites PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.652472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254ef743-e57a-46e8-9ba0-88f435d0cb0c · outbound

This paper cites RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.656970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35f7a02b-6bd6-4cb8-b483-21f7b4560804 · outbound

This paper cites Huang, A.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Huang, A

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.654804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44265f7c-80db-4572-9963-643e33ca46ff · outbound

This paper cites Source Tracing of Audio Deepfake Systems.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Source Tracing of Audio Deepfake Systems

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.665254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ac16b28-c4b6-4889-b9c7-a59cf1e168e5 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.669235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 165acf6b-a7ef-4d1b-b629-ee890e91cd7c · outbound

This paper cites Jung, H.-S.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Jung, H.-S

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.509672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2a5a0258-02cc-4384-9a48-669b333d5a52 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.446187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 530e774e-8874-431c-aaea-5d7088cf4bfa · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.435020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0eb0a3d7-c1c7-46a7-93fc-59954094b756 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.424322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 61e665a4-6f13-4f56-a77d-b409dac5e6e0 · outbound

This paper cites Salvi, B.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Salvi, B

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.412895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5d3ec062-d3cb-48f4-b03c-9b0718c20658 · outbound

This paper cites Yaroshchuk, C.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Yaroshchuk, C

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.370588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d373f706-66ac-413f-8425-f689d238ccba · outbound

This paper cites Reimao, V.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Reimao, V

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.281605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ebbfd9f3-8f6c-4f2d-b95e-a1a9d97c3717 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.759035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96ba7bc-01db-44b9-b21e-dbea8a587c4b · outbound

This paper cites MLAAD: The Multi-Language Audio Anti-Spoofing Dataset.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.837316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 050f9734-cc16-4108-8e26-606092c20766 · outbound

This paper cites The Shapley Value in Machine Learning.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components The Shapley Value in Machine Learning

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.919718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21eac1c5-0185-4344-9ae8-f1e4311d5a8f · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.239313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b8be1c4b-cadf-4a29-b8fd-1ca592a2eb54 · outbound

This paper cites WaveNet: A Generative Model for Raw Audio.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components WaveNet: A Generative Model for Raw Audio

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.957134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8bdd852-6c7f-43ec-893c-984808acbcb3 · outbound

This paper cites Cooper, C.-I.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Cooper, C.-I

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.228279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e9ed271-92de-4348-8a44-8f0baa6cfac6 · outbound

This paper cites Ltd., 2009.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Ltd., 2009

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.217174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9c62eed9-f307-4538-b00e-4bd9fecc977c · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.204800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3755baa4-7c4b-4d24-873f-07ca8712e1cc · outbound

This paper cites Jung, S.-b.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Jung, S.-b

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.139440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b8f0d88a-4fd6-41a7-86e0-d8080fc5d485 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 77

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:30.177583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cac53b10-ff6e-4433-8888-aff71fdafc4b · outbound

This paper cites Baevski, Y.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Baevski, Y

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.978655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cac46254-ff67-4844-aff1-3de83386487e · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Adam: A Method for Stochastic Optimization

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.982203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 822a0452-00fb-4673-ae6c-c3fae03e0529 · outbound

This paper cites Patle, D.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Patle, D

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.053408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 86b781e2-0945-4fb4-b751-1b939647304e · outbound

This paper cites Van der Maaten, G.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Van der Maaten, G

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:28.989465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85d49229-2f9b-4cad-b0f0-966df11c6f23 · outbound

This paper cites Schmidt, The sankey diagram in energy and material flow management: part ii: methodology and current applications, Journal of industrial ecology 12 (2) (2008) 173–185.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Schmidt, The sankey diagram in energy and material flow management: part ii: methodology and current applications, Journal of industrial ecology 12 (2) (2008) 173–185

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:48:31.033954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 785bf121-096c-4b5d-bcd6-6fc87266d8de · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.022158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fe5089f0-1fb8-4225-ab32-ac250a307237 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 84

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:30.082298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 61542932-c922-4f8b-8809-6b096f70dff4 · outbound

This paper cites Exponential inequalities for sampling designs.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Exponential inequalities for sampling designs

Reference 85

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:48:29.938738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1565d5df-9cb8-429c-aa40-199cd3d7b2be · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:29.007577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b79095-82dc-46b3-bc46-9ebb3ce68a1b · outbound

This paper cites Kinnunen, H.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Kinnunen, H

Reference 87

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.218427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 683fa0b0-11a1-4c3f-8f43-e7698117ee8b · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:29.014917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66414a3a-f153-47a9-ba16-a55eab8f5017 · outbound

This paper cites Bai, X.-L.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Bai, X.-L

Reference 89

Resolution: verified exact; doi, observed 2026-08-08T23:48:29.088327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2e1def65-a7f3-4476-805b-a871234f704b · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 90

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:29.726084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8356f4f0-af17-4676-abe9-99bbeff52805 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:29.024954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06c7eb43-9e32-4adf-8582-38d2fb5d4962 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:48:31.010223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cfb7eb1d-95ce-4070-bf5a-835a82a54c44 · outbound

This paper cites Zhang, X.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Zhang, X

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:29.034955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 201899c2-3679-4620-8dfc-da98d7e6bd33 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-08T23:48:29.038442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c257b880-2735-4684-9488-460bae7d7f44 · outbound

This paper cites an unresolved cited work.

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components Unresolved cited work

Reference 1129

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T23:48:29.604888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 3c87a779-ac6a-4eb2-8856-36d00987105e · inbound

Towards Generalized Source Tracing for Codec-Based Deepfake Speech cites this paper.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:43:08.307680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f3d7bd-3b7a-4a56-a31c-fbe7618c15dc · inbound

Towards Neural Audio Codec Source Parsing cites this paper.

Towards Neural Audio Codec Source Parsing Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:50:56.597480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49bd846a-d98e-421b-a1c9-1a648033d330 · inbound

Open-Set Source Tracing of Audio Deepfake Systems cites this paper.

Open-Set Source Tracing of Audio Deepfake Systems Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:11.054797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350144cf-ee6e-40f1-90f0-393af371954f · inbound

How to Leverage Synthetic Speech for LLM-Based ASR Systems? cites this paper.

How to Leverage Synthetic Speech for LLM-Based ASR Systems? Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:54:40.685398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 95079039-666d-4225-b145-dd5a81c83b79 · inbound

How to Leverage Synthetic Speech for LLM-Based ASR Systems? cites this paper.

How to Leverage Synthetic Speech for LLM-Based ASR Systems? Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T11:11:08.878850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.