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Paper Citation Record · LEDGER

ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2109.00537.

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

pith.paper-citation-record.v1
2109.00537 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:51:37.271752Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:29:52.021660Z

Reference resolution

0 of 0 outbound references displayed

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  • malformed identifier0
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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 a44f3bd9-cb56-4a75-8796-6acd31e6802f · inbound

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

MLAAD: The Multi-Language Audio Anti-Spoofing Dataset ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-24T04:36:00.842260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-24T04:34:59.205522Z digest=sha256:5ece6d7beeeb350eca0bc824365aa55cdc1b7681a7d207d4ea78368d4e538335

Observation 234abfe3-44cc-4ff2-9d4d-7ab45239d564 · inbound

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices cites this paper.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.348717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.348717Z digest=sha256:06c9fceb2417b21f0710d44cde8da91fd0f40f68e7f2698ad75d4362989d2a74

Observation e6457a82-df5f-482d-998f-2143aad6e2c5 · inbound

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study cites this paper.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:17.851139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:49:17.851139Z digest=sha256:9b6a63b3956184203a28045730282b96e69721bc38b2941250e288d1570e62a3

Observation 9b7f3e3f-949f-460d-ad38-484526177200 · inbound

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis cites this paper.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-11T17:24:22.422384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:24:22.422384Z digest=sha256:7affe76b6396ce0d5114afb45e986cf0ff4479a31177a9c2f01baf76d8858339

Observation a79c93e5-4914-4efc-ba3b-0304ff10397c · inbound

Improving Generalization for AI-Synthesized Voice Detection cites this paper.

Improving Generalization for AI-Synthesized Voice Detection ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-11T00:49:27.944484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T00:49:27.944484Z digest=sha256:11d01356ead0479a5d03964548c57d5c7833a2c8bab6a62c3aa00bae98cfff2c

Observation 1c23ad2f-b95b-4c95-ba58-0d29fbd6afd4 · inbound

SpeechVerifier: Robust Acoustic Fingerprint against Tampering Attacks via Watermarking cites this paper.

SpeechVerifier: Robust Acoustic Fingerprint against Tampering Attacks via Watermarking ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:23.107233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:30:23.107233Z digest=sha256:f9c79813f6d1e3cb5e2c1344c259affb734f2834380d04483cd8927848a672b0

Observation ba4bd914-dd0d-4884-b2c3-2d001bf8ea33 · inbound

Emoanti: audio anti-deepfake with refined emotion-guided representations cites this paper.

Emoanti: audio anti-deepfake with refined emotion-guided representations ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-04T17:38:40.590625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:38:40.590625Z digest=sha256:96fdfdbdb0793e7796037cfd84828578ea642cd67db9f014721fae3bf14f38e7

Observation 689b33e3-af25-4e09-9f48-ed9f5621adc3 · inbound

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors cites this paper.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T15:51:37.271752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:51:37.271752Z digest=sha256:8645e4268ad72fe4ec0d022dd0d7c5a166b8c2604568fb35c48a659266b0756f

Observation 940ffb2e-a011-4cf5-b2f7-81b2eb35483c · 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 2021: accelerating progress in spoofed and deepfake speech detection

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-18T05:02:23.382119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-18T05:01:57.044869Z digest=sha256:cd74150673f65f68eed315e204db7b8955a94054dd80d8f579d31b84d5000350

Observation 62220ab6-cb61-473f-a43f-1304a11d0b21 · 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 2021: accelerating progress in spoofed and deepfake speech detection

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-15T12:55:37.887672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-15T12:55:19.270661Z digest=sha256:eced52ef56a9f4914686399f89ffa95c1a71b83b5924215d894d649313171812

Observation d1459f72-da4a-4128-91d9-16cff074ccbf · inbound

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

Alethia: A Foundational Encoder for Voice Deepfakes ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T15:41:31.868407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-09T19:27:59.124425Z digest=sha256:f6b2193b35e57632b4b8681e794fc6d10a37e0b540cd603276b94626ca2904fc

Observation 0d464c19-018a-44f3-b4d5-de13ad43af79 · inbound

Linguistically Augmented Audio Speech Data (LinguAS) cites this paper.

Linguistically Augmented Audio Speech Data (LinguAS) ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-07-03T03:47:35.661770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T14:43:27.759551Z digest=sha256:f1767464ed48c1f6beead4cfeff18d6e4165929bf27331c47570c7e2db37bca2

Observation b93efd9d-67a0-4c99-9012-f99c09013ca9 · inbound

SpAArSIST: Sparsified AASIST for Efficient and Reliable Anti-Spoofing cites this paper.

SpAArSIST: Sparsified AASIST for Efficient and Reliable Anti-Spoofing ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-03T12:58:08.689494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T08:35:24.321197Z digest=sha256:97d5d157052ef506233ab7a5fff7748224e6d1f94239f43964f9c2c552fcedd4

Observation d879978e-26ff-49b6-9428-bb64cc0041cb · inbound

The Watermark Shortcut: How Provenance Marking Sabotages Audio Deepfake Detection cites this paper.

The Watermark Shortcut: How Provenance Marking Sabotages Audio Deepfake Detection ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-07-04T12:29:52.023140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-26T06:45:08.471913Z digest=sha256:b148ecf6e57802169a49da6bdae658f42e6e3f972da4d5e6e8a59bf6d0dea490

Observation 1a614129-4955-4066-858e-31d033ba0ca7 · inbound

Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin cites this paper.

Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-01T12:45:44.596219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-01T01:47:41.684335Z digest=sha256:e6218f90efa7e4c202e5aeb07b50c250b7940ad8d806a7c4739f1bbc362fe947

Observation 9c4aae33-4a1e-4e5d-b086-0ce13e99eb2d · 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 2021: accelerating progress in spoofed and deepfake speech detection

Reference 35

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:47:58.592181Z digest=sha256:18cbb95c57c3f32d1559980a95bebbb6a68e4e68de69a659bf7ab0547f815775

Observation e83b3de9-4a11-401f-b740-0bdada43e83a · 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 2021: accelerating progress in spoofed and deepfake speech detection

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-01T06:08:27.261924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:08:27.261924Z digest=sha256:8539914fadbe699ba16e81107a4765fc0774214295cabfbfa4a4238d6d47bd4c

Observation af6dc0e2-09b1-42ca-8047-fd2ebea520e8 · inbound

Hidden-Domain Routing for All-Type Audio Deepfake Detection cites this paper.

Hidden-Domain Routing for All-Type Audio Deepfake Detection ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T00:54:48.218165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:54:48.218165Z digest=sha256:5bcc68fe98f331df006b77a5dc90da6b8cdc10f7df38a6ade5fa7fb8bffe14e1

Observation 300d3c96-0946-4ec7-9a30-c9002fd24946 · inbound

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection cites this paper.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T15:20:37.900443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:20:37.900443Z digest=sha256:496fe2d03976f0ef667bc911e23fc2447174d92e95aaf638909ce13aed3279fa