Pith. sign in

Paper Citation Record · LEDGER

ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 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 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:50:07.348717Z

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

  • 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 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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-24T04:34:59.205522Z digest=sha256:6b1f9995127f17990f80e0761f3b97a14e3e95bf4462e439b5bb427cc03241b6

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=sha256:38e3f8e471b2c2f989a5819a17502c028e2ff0653ce62baad1abb1cd8d55791a

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=sha256:729a06ebf54239c3b8f198e92316f475091b362dec5ba78fc1a20a8e321e9988

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=sha256:78829703bbfccff9cea0ce08c8585372d5af8980b499cc27c2bff6877d292d98

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:eedef8c0d342a879c7a46a669e59b6abdf071a5ba1b085afbe513d02d8571898

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=sha256:0803a0c2f6b39cae95c05fbe047c365319a84c45239730908b3205bd0be271e5

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:f58c68b6d93868affbeb5d8052273b1917c25e3f5bbc16bd38512039dae76f4c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T05:01:57.044869Z digest=sha256:372ac16749fc50a4aeb2c10ba727b725765076f38083cc17965f2a73c355b5a6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-15T12:55:19.270661Z digest=sha256:8a6de77f6a2708aa7e7905516f0df7c85a1fe5ba4e5291d4e26613392207473a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-09T19:27:59.124425Z digest=sha256:9056b6277527a1271075424cb55cbcb0427a3fcc8dc72057a0bf4200f633c8d6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T14:43:27.759551Z digest=sha256:0a5ef97e9cf4f9090f5754995d2d23eaac28769e193b599626608147ed506508

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T08:35:24.321197Z digest=sha256:5abb9d0b647e7569bee9d9f370c4158e4928faa0ecf54549065347c01dcd931d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-26T06:45:08.471913Z digest=sha256:5dea2fa027071a58879e5c189c396353cd3dcfa5ae3be9ac108b7d121701d3a9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-01T01:47:41.684335Z digest=sha256:7faf2c8f232d2b4c5b6abbceb3bf664f7147f714b31008495b04e180b3ee42eb

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=sha256:2768ecbb8fffd4cfd76eb2bf72b111c1bc8649a18d98972db4a69dd418eb6039

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=sha256:48879ed159ebb2afb939733078a356fc4f9f95d0ab01822ec4cc41ce4ddf50ce

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=sha256:82e3b8e8a4a857f4929de856ca02ae7efc999c26b70e314a555b29805f0fc142