Paper Citation Record · LEDGER

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes

As of 18 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2412.12619.

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

pith.paper-citation-record.v1
2412.12619 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:57:20.989846Z

measured 33 of 33 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 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

33 of 33 outbound references displayed

verified exact0
verified fuzzy9
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2d5bed4b-f5dc-4dc5-8826-e13080ca0bd4 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.812151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a6dab8a-3fee-49fb-931b-89748463e7aa · outbound

This paper cites write newline.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.817906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f148456-8e23-42a8-bd44-a19b3a8cf46a · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.558561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 73e15553-90f7-4e9e-9980-a6af9cd57dac · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.530197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e461f3f-7f1c-4a2a-98ce-adc19249a6ec · outbound

This paper cites D.; Junior, A.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes D.; Junior, A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.503901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bcf85291-b9e8-4d3c-85b2-d1352564bd4f · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.487942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 261a9f71-6884-48d8-a4ce-acea1e90dbb3 · outbound

This paper cites A.; and Raza, A.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes A.; and Raza, A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.471870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d497f49-e5ee-42e9-956b-b0d3d6adf0a3 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.454219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d67cbf73-f5b4-4521-aef3-1c8fba40c5b9 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.435728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 64755d39-6b93-44ae-8fb0-774b5588e3b9 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.417304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2aad9bbb-c098-4c19-bfc7-0bc339c3a3a0 · outbound

This paper cites S.; Lee, B.-J.; Yu, H.-J.; and Evans, N.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes S.; Lee, B.-J.; Yu, H.-J.; and Evans, N

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.400891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d310f6bd-1623-4e18-a898-51a3bec782a9 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.386618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 62ca8c84-b430-45bd-b012-efd76b304bfd · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.371057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b78922d1-7521-4e51-8788-94a0219d5840 · outbound

This paper cites F.; Bakhturina, E.; Desta, M.; Valle, R.; Yoon, S.; and Catanzaro, B.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes F.; Bakhturina, E.; Desta, M.; Valle, R.; Yoon, S.; and Catanzaro, B

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.355292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 500f017f-0749-4629-8dde-d92f59332368 · outbound

This paper cites STC Antispoofing Systems for the ASVspoof2019 Challenge.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes STC Antispoofing Systems for the ASVspoof2019 Challenge

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.887646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e337aa19-ea0d-4cc5-9773-10e16ffcb408 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.334416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 453f0514-fafa-40ff-b050-033b953c4286 · outbound

This paper cites Decoupled Weight Decay Regularization.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Decoupled Weight Decay Regularization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.897446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9b2e5bc-228d-403d-adb5-ef0b01e4611e · outbound

This paper cites u ller, N.; Czempin, P.; Diekmann, F.; Froghyar, A.; and B \.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes u ller, N.; Czempin, P.; Diekmann, F.; Froghyar, A.; and B \

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.319961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a70851d6-14f8-4366-a3e2-744145c65079 · outbound

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

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.907670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47bddea1-c0f3-4e49-a7c1-e1042d9b1111 · outbound

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

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes WaveNet: A Generative Model for Raw Audio

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.917865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 744c75e7-a561-456e-a732-d37545a73895 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.303362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c5f1abf-8f4a-4d60-901d-b8de83e73bed · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.929264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1538b88d-acac-43b4-816f-642b7387f4d9 · outbound

This paper cites MUSAN: A Music, Speech, and Noise Corpus.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes MUSAN: A Music, Speech, and Noise Corpus

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.935730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1bc38d2-12b6-42ed-9251-b379cbb7b0da · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.286755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 194715c8-2682-4f0d-8007-c946c57a5774 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.270771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 81873e0b-8b87-4e87-972f-4131e2109b80 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.255926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b5922ea-727e-476f-9e95-04815013ea5b · outbound

This paper cites Graph Attention Networks.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Graph Attention Networks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:20.956442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a86f9f-4d7f-4220-ab4a-a5b92d1f7ab6 · outbound

This paper cites Y.; and Zhang, X.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Y.; and Zhang, X

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.239433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b566c977-11a8-4cd6-90af-1538f732d3bf · outbound

This paper cites A.; Juvela, L.; Alku, P.; Peng, Y.-H.; Hwang, H.-T.; Tsao, Y.; Wang, H.-M.; Maguer, S.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes A.; Juvela, L.; Alku, P.; Peng, Y.-H.; Hwang, H.-T.; Tsao, Y.; Wang, H.-M.; Maguer, S

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.219438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2eee039c-c28a-4da7-969c-9ce46b0aceeb · outbound

This paper cites M.; Gulzar, R.; and Amerini, I.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes M.; Gulzar, R.; and Amerini, I

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.202748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bdc007a8-28cd-4e50-8d90-ad064761c88d · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.186791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a24dd9fe-a4b3-415a-8dd9-50f11218ab60 · outbound

This paper cites an unresolved cited work.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:57:21.169745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38dba7e6-2fbe-4758-8cb5-c5507812c3c3 · outbound

This paper cites Y.; Zeng, S.; and Tao, J.

Phoneme-Level Feature Discrepancies: A Key to Detecting Sophisticated Speech Deepfakes Y.; Zeng, S.; and Tao, J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:21.153059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.