Paper Citation Record · LEDGER

ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 20 inbound Pith citation observations for arXiv:2408.08739.

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

pith.paper-citation-record.v1
2408.08739 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 20 of 20 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:44:55.393688Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T07:49:38.746872Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fa6685b2-9fc0-4c95-bcd8-b897c31195d5 · inbound

EchoFake: A Replay-Aware Dataset for Practical Speech Deepfake Detection cites this paper.

EchoFake: A Replay-Aware Dataset for Practical Speech Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T05:02:23.366609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b20db734-c78e-42cd-a96e-6a5dcb8d0b4e · inbound

Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis cites this paper.

Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:55:37.864928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 16f2657e-04ea-4375-a4ed-2f14826967bc · inbound

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan cites this paper.

AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:21:00.661118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bf630327-c7e9-4765-9adb-7790f3137f51 · inbound

ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks cites this paper.

ProSDD: Learning Prosodic Representations for Speech Deepfake Detection against Expressive and Emotional Attacks ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:35:26.555145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fb0edf38-333d-449c-b5df-0c5c4133343b · inbound

Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages cites this paper.

Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 146

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T00:34:47.296863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation aa430382-204a-426d-b3c3-a247a26503d3 · inbound

Alethia: A Foundational Encoder for Voice Deepfakes cites this paper.

Alethia: A Foundational Encoder for Voice Deepfakes ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:41:35.345209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6ddcfcb4-a75f-4093-8907-b6c96e5471c4 · inbound

Towards Trustworthy Audio Deepfake Detection: A Systematic Framework for Diagnosing and Mitigating Gender Bias cites this paper.

Towards Trustworthy Audio Deepfake Detection: A Systematic Framework for Diagnosing and Mitigating Gender Bias ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:51:18.031739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 31814ec6-c8f1-46e4-a5e3-dfe0de104973 · inbound

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio cites this paper.

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-25T03:15:17.054837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2cb68cef-ecd0-49ce-8843-e4c01b1f8f64 · inbound

I Hear, Therefore I Trust: A Socio-Technical Investigation of Humans as Synthetic Speech Detectors cites this paper.

I Hear, Therefore I Trust: A Socio-Technical Investigation of Humans as Synthetic Speech Detectors ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-29T10:23:18.256011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d6577110-dab3-4975-896f-2312fa6a23be · inbound

FoeGlass: Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors cites this paper.

FoeGlass: Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-02T10:36:52.212135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9847a52b-920e-40f5-a295-971ed6df9d13 · inbound

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake cites this paper.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:49:38.748690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a73b7e00-84d4-4964-b82a-6b070139eec3 · inbound

Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection cites this paper.

Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-01T12:55:44.286690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a2e3d9e3-a7ba-4a0b-8ca8-e274880bcdc4 · inbound

Open-Set Source Tracing as Compositional Factors via Structured Prototypes cites this paper.

Open-Set Source Tracing as Compositional Factors via Structured Prototypes ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T04:39:19.585879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 088e346e-6269-4052-9198-c874a5b416cb · inbound

An Intervention-Based Framework for Shortcut Diagnosis in Spoofing Countermeasures cites this paper.

An Intervention-Based Framework for Shortcut Diagnosis in Spoofing Countermeasures ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T04:31:11.771594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1faa814-c3c4-4601-9a0b-25d7e0f3e3ba · inbound

What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection cites this paper.

What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T14:47:58.592181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ba8b51-44b1-47a4-8e04-0c19f9265583 · inbound

Large Audio Language Models for Spoofing-Aware Speaker Verification cites this paper.

Large Audio Language Models for Spoofing-Aware Speaker Verification ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T01:12:30.268649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36297aa2-ee53-45c5-8c8a-808525cd3d3c · inbound

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection cites this paper.

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T06:08:27.367744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f7e4acd-b1d3-4ff7-a166-eecc6e145934 · inbound

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection cites this paper.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-31T23:27:03.481315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f90f8d-e19a-4b67-8dc4-e35f122c4be5 · inbound

Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection cites this paper.

Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T15:10:12.454574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f81f3ca2-d58a-4ad8-a18f-0b92b2772513 · inbound

Multi-Backbone Self-Supervised Ensembles for Audio Deepfake Detection and a Cross-Track Analysis of Generation-Detection Asymmetry cites this paper.

Multi-Backbone Self-Supervised Ensembles for Audio Deepfake Detection and a Cross-Track Analysis of Generation-Detection Asymmetry ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T20:44:55.393688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.