Paper Citation Record · LEDGER

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2607.17761.

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

pith.paper-citation-record.v1
2607.17761 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T17:08:09.003978Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved35
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb0b6f0c-b829-4575-adb6-95da8e7872f9 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:05.873948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 469aa84d-c2f5-430d-8511-66f80aea904b · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.051990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a061ed4a-f51a-4850-aa98-0c3be45ce12d · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.154876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f4cc6ec-0563-4b1e-b8ab-71b0bf0ebdf2 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.266896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f18ce77-8ff4-4370-a8dd-6de51cffbcfa · outbound

This paper cites 2025.Company Finance Director Nearly Loses Over US$499,000 to Scammers Using Deepfake to Impersonate CEO.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection 2025.Company Finance Director Nearly Loses Over US$499,000 to Scammers Using Deepfake to Impersonate CEO

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.377266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d210d452-03bc-40df-887c-f44abb0612a1 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.525542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c613df72-64f8-40a0-837f-2e31f10cb67e · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-08-01T17:08:06.672944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01149dd6-073e-45a8-9f67-fade4ea0f244 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.783576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16fe7e52-97d1-4bea-9ebd-b3da320b8c31 · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.894156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc4de772-2d6e-4377-a4db-0d4cf601aeaa · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.975333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d16dbb6-5d98-4e63-905d-abb05d4b245c · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.053906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d93c68e6-f563-40a0-baef-c46d76e996c3 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.143312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c9bb10-cd23-4310-b1a0-445516060f4e · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.215086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6175e6d8-d2e2-452a-9fae-47ae213d79c8 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.283565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b45eb8e-d393-467a-ae7c-60f8bba3f059 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.364325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f228694-514d-4bd9-84e9-3c3947b5be6e · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.454004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 776f8552-ef49-4cbb-8d43-11f9b21f4da3 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.545528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d42b409-a653-41c2-a280-d3742316fb58 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.666707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bd379f8-abdf-4af6-a87d-e0b214f98dce · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.750404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcb5b10d-df08-4a2e-b7e6-91a56436d2cb · outbound

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

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection MUSAN: A Music, Speech, and Noise Corpus

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.840375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 856d7bd8-af43-49cd-9683-caff3814b853 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:07.929951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b2cfd0-7e8b-40f7-96b4-f5f6eff783a9 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.019644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7970e87b-d4f1-456e-b775-0d08290a83fd · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.112777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ad02e89-24ef-452b-ba8b-c0a1e40782f5 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.182252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc4ddd79-990d-4cbf-ae8c-a1eb6ab56982 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.260074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25efa5a3-4147-413c-9f3f-41d71aa56d47 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.335139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 928bfc73-d0a5-4151-84ad-b40ef7ff6315 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.399593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 983710a2-8041-44f9-a8b9-aa291d7b9cf9 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.470354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc1a3479-8002-4272-83eb-16cd679712b0 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.543956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d445219f-7311-4666-8d75-36d5fde86e7a · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.633133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88ea1602-a638-492e-8cc4-14698ee866dc · outbound

This paper cites Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.727090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92159e18-7e87-4616-945f-94dbe0804811 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.796619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16278a20-af5a-4e2f-803e-d8e9a48e4268 · outbound

This paper cites ADD 2023: the Second Audio Deepfake Detection Challenge.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.870986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82f6eb34-e303-4a9a-a216-78efcbedc890 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:08.937744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29178d3a-36d1-45c6-b2c2-25f992e47514 · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:09.003978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecad8835-62d4-458c-aac2-0166b175d19c · outbound

This paper cites an unresolved cited work.

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection Unresolved cited work

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:05.955480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.