Paper Citation Record · LEDGER

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation

As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2507.03468.

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

pith.paper-citation-record.v1
2507.03468 v3

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:17:14.747732Z

measured 26 of 26 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

26 of 26 outbound references displayed

verified exact0
verified fuzzy16
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15313314-ceab-4379-a670-54cf12366d52 · outbound

This paper cites Asvspoof: the automatic speaker verification spoofing and countermeasures challenge,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Asvspoof: the automatic speaker verification spoofing and countermeasures challenge,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:18.195625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8302a2dc-d90c-4543-82f5-f92573fca4fd · outbound

This paper cites Mlaad: The multi-language audio anti-spoofing dataset,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Mlaad: The multi-language audio anti-spoofing dataset,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:18.024697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc6b414e-6afe-4628-9165-4044f203e223 · outbound

This paper cites Asvspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Asvspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:17.909959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06e88b53-65f8-4c86-9af1-431103c916c1 · outbound

This paper cites The partialspoof database and countermeasures for the detection of short fake speech segments embedded in an utterance,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation The partialspoof database and countermeasures for the detection of short fake speech segments embedded in an utterance,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:17.789609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4a10111-3a28-476c-acc7-9b2365c50b1b · outbound

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

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:12.866292Z

Source-reported events for the cited work

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Observation b29c9971-90af-4edb-a0e5-a7e8ab0a08a1 · outbound

This paper cites Llamapartial- spoof: An llm-driven fake speech dataset simulating disinformation generation,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Llamapartial- spoof: An llm-driven fake speech dataset simulating disinformation generation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:17.613873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 503d7d56-835a-47f9-a91f-695d434ac13c · outbound

This paper cites Av-deepfake1m: A large-scale llm-driven audio-visual deepfake dataset,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Av-deepfake1m: A large-scale llm-driven audio-visual deepfake dataset,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:17.479728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 155ed078-c4ef-41f0-890d-914ac872a175 · outbound

This paper cites Coarse-to-fine proposal refinement framework for audio temporal forgery detection and localization,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Coarse-to-fine proposal refinement framework for audio temporal forgery detection and localization,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:13.023741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98d7d497-35f5-45e3-bde8-09a51dcba6f3 · outbound

This paper cites Integrating frame-level boundary detection and deepfake detection for locating manipulated regions in partially spoofed audio forgery attacks,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Integrating frame-level boundary detection and deepfake detection for locating manipulated regions in partially spoofed audio forgery attacks,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:13.078117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a88f1ae9-df66-4122-8073-b37f85cd2355 · outbound

This paper cites Does audio deepfake detection generalize?.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Does audio deepfake detection generalize?

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:17.201279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4163eac8-5da9-463a-bbcd-f90abffe69fc · outbound

This paper cites A robust audio deepfake detection system via multi-view feature,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation A robust audio deepfake detection system via multi-view feature,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:16.968787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e0683a2-fe28-4569-8444-4f8fa5eccf76 · outbound

This paper cites Slim: Style-linguistics mismatch model for generalized audio deepfake detection,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Slim: Style-linguistics mismatch model for generalized audio deepfake detection,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:13.309764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 487ff77d-8742-4fbd-b46d-9489e282a535 · outbound

This paper cites Trident of poseidon: A generalized approach for detecting deepfake voices,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Trident of poseidon: A generalized approach for detecting deepfake voices,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:16.723211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 638b76ce-da12-4933-9966-fb16c95643aa · outbound

This paper cites Easy, Interpretable, Effective: openSMILE for voice deepfake detection.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Easy, Interpretable, Effective: openSMILE for voice deepfake detection

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:13.512599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c396e9e-af61-4a15-a408-402a47e0941c · outbound

This paper cites Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:13.614124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022b43ba-3884-4183-8832-d2b738ac5675 · outbound

This paper cites Half- Truth: A Partially Fake Audio Detection Dataset,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Half- Truth: A Partially Fake Audio Detection Dataset,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:16.513261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 07c512eb-d27c-4a0f-aef3-309c48ed0906 · outbound

This paper cites Tandem assessment of spoofing countermeasures and automatic speaker veri- fication: Fundamentals,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Tandem assessment of spoofing countermeasures and automatic speaker veri- fication: Fundamentals,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:16.315258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 759cc6ae-5df9-42c9-98c6-129434c41ff0 · outbound

This paper cites Range- based equal error rate for spoof localization,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Range- based equal error rate for spoof localization,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:16.119171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 43a0aa05-6270-4e0c-85cc-b5b1be93b647 · outbound

This paper cites ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:13.938981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d4fe2f1-d270-47f9-aa2e-ae78e7464432 · outbound

This paper cites Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:15.954373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b0c5331e-3b7f-49c8-8975-d7cf3b84f3cd · outbound

This paper cites Unmasking deepfakes: Leveraging augmentations and features variability for deepfake speech detection,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Unmasking deepfakes: Leveraging augmentations and features variability for deepfake speech detection,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:14.160990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c286586-1005-403b-8e65-c169a5d017e7 · outbound

This paper cites Cross- domain audio deepfake detection: Dataset and analysis,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Cross- domain audio deepfake detection: Dataset and analysis,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:15.787746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f40f9e16-35bb-4b16-acc5-c041d876d1c7 · outbound

This paper cites Con- tinual unsupervised domain adaptation for audio deepfake detection,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Con- tinual unsupervised domain adaptation for audio deepfake detection,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:15.541834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa465c56-84a8-4c31-8cbd-dca4042f8f82 · outbound

This paper cites Leveraging distance information for generalized spoofing speech detection,.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Leveraging distance information for generalized spoofing speech detection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:17:15.318064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d77c8120-21a5-4283-bef7-4f137d735d91 · outbound

This paper cites Audiobox: Unified Audio Generation with Natural Language Prompts.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Audiobox: Unified Audio Generation with Natural Language Prompts

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:14.641009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d51d09c-0742-4e63-991b-23685d9d0251 · outbound

This paper cites Replay Attacks Against Audio Deepfake Detection.

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation Replay Attacks Against Audio Deepfake Detection

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:17:14.747732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.