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Paper Citation Record · LEDGER

ADD 2023: the Second Audio Deepfake Detection Challenge

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 inbound Pith citation observations for arXiv:2305.13774.

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

pith.paper-citation-record.v1
2305.13774 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:35:12.660963Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T02:19:22.853731Z

Reference resolution

0 of 0 outbound references displayed

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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 e75da851-9130-412a-ac3d-1ef7c52da45d · inbound

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

MLAAD: The Multi-Language Audio Anti-Spoofing Dataset ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 19

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arxiv_id, observed 2026-05-24T04:36:00.831007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T04:34:59.205522Z digest=sha256:89224e6c7597c61337f20158b984e718485f112df993d7f5321550ff1dc0afbd

Observation 064265cf-8eaf-446b-9971-c749b42fbea8 · inbound

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection cites this paper.

Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 54

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no resolver link, observed 2026-08-09T04:35:12.660963Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T04:35:12.660963Z digest=sha256:b79ab45a8e86183241134aeb3a713addfff96d17367735d3088bf8a51726e980

Observation 828b3a89-1472-434d-9b14-241bfc405561 · inbound

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech cites this paper.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 30

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no resolver link, observed 2026-08-07T15:26:29.000572Z

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source=pdf_text observed=2026-08-07T15:26:29.000572Z digest=sha256:74ad266b5b060683b28741028e14856f22f76d7e43c3f72a27ba93b89a86d3b3

Observation 5ce6a332-43ce-4bbd-9832-43cc0c02c163 · inbound

Can Emotion Fool Anti-spoofing? cites this paper.

Can Emotion Fool Anti-spoofing? ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 24

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no resolver link, observed 2026-08-07T12:40:58.910901Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:40:58.910901Z digest=sha256:b117c65bc3062fa959060ff577b5e27e4adea64dcc9e4967d8a6075092b91917

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

Robust Localization of Partially Fake Speech: Metrics and Out-of-Domain Evaluation cites this paper.

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

Reference 5

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:17:12.866292Z digest=sha256:ba1da67b5e360c18df9a4a66f937070a592f732508544f0694f88b573602f7f9

Observation 1f3bb06b-db1f-447d-adb1-9834f0f44d1f · inbound

Enhancing In-Domain and Out-Domain EmoFake Detection via Cooperative Multilingual Speech Foundation Models cites this paper.

Enhancing In-Domain and Out-Domain EmoFake Detection via Cooperative Multilingual Speech Foundation Models ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 6

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no resolver link, observed 2026-08-06T16:49:27.397372Z

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source=pdf_text observed=2026-08-06T16:49:27.397372Z digest=sha256:ccea4c7f3f5ba4fbd2dce0ff5d17419e3b1be5e73dd8b095cde9e2decf254d54

Observation b539e83d-cbea-41e0-a3f8-d2f881532057 · inbound

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models cites this paper.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 26

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no resolver link, observed 2026-08-05T11:25:29.172220Z

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source=pdf_text observed=2026-08-05T11:25:29.172220Z digest=sha256:da205a567af2295867c03ebeca10351135402666ee5920ec0d0771e1f7e2c921

Observation bd2d89df-0faf-4f9d-9aa7-bc38f68d85fb · inbound

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake cites this paper.

Speaker Privacy and Security in the Big Data Era: Protection and Defense against Deepfake ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 55

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no resolver link, observed 2026-08-04T23:46:09.253456Z

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source=pdf_text observed=2026-08-04T23:46:09.253456Z digest=sha256:fdedc5ced9e2ff546eb6d1611fe2e3a706cc1f6aca0a3afd88a3466e1b5f8e7a

Observation 0e3f5e97-eb3a-49f0-a413-c7fd8eecec26 · inbound

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection cites this paper.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 30

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no resolver link, observed 2026-08-04T22:29:39.528111Z

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source=pdf_text observed=2026-08-04T22:29:39.528111Z digest=sha256:116991ddde885d5cf8727ba1bd3fc4b36ce8a86fd34238fb97a746d9d96e5956

Observation 77c186f3-1dbe-40fb-a1a4-89c41ffe7b6d · inbound

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis cites this paper.

Segment Transformer: AI-Generated Music Detection via Music Structural Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 10

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no resolver link, observed 2026-08-04T20:54:12.611785Z

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source=pdf_text observed=2026-08-04T20:54:12.611785Z digest=sha256:8543b1cc0d491faee6588c2ccd428bfb44e1308259d938e1346efe0ce082aa02

Observation 442628d4-00fe-4177-be38-80b04d84ab65 · inbound

Listening Deepfake Detection: A New Perspective Beyond Speaking-Centric Forgery Analysis cites this paper.

Listening Deepfake Detection: A New Perspective Beyond Speaking-Centric Forgery Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 45

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arxiv_id, observed 2026-05-11T09:41:03.342371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:53:16.831187Z digest=sha256:2f97383bd1c90d6c2a96d20d751d008b93fa0c2026950d7bfd64a622f4d3e050

Observation 3d7f83b2-38dd-4b09-91cd-cc247db8de29 · 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 ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 17

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arxiv_id, observed 2026-05-10T13:35:26.576142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T13:31:12.802897Z digest=sha256:49a9f1ce29be4bbf93f8109b604e6a5956ae3725e8062fd9ce48d66bb2a7fef2

Observation 1cc77352-066b-459c-ab0d-34ac370adc4e · 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 ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 29

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arxiv_id, observed 2026-05-10T00:34:47.252138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-10T00:34:30.978387Z digest=sha256:2b33f01519da4bda4a0a5964bb5f4dd34d4a2b85a90bd785c4e5614ee4d69502

Observation 9dfc63b9-b0ce-48d2-a153-d2046858a53d · inbound

RTCFake: Speech Deepfake Detection in Real-Time Communication cites this paper.

RTCFake: Speech Deepfake Detection in Real-Time Communication ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 37

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arxiv_id, observed 2026-05-11T21:26:17.843461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-08T05:29:45.895667Z digest=sha256:4d06392e22dbe0b9a875840167f55a434b42a901afb6ed575a8dbd35e8ecf568

Observation d30176bb-f9e7-41be-abfa-40640c0be0fa · 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 ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 14

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arxiv_id, observed 2026-05-25T03:15:17.028596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-25T03:14:08.880072Z digest=sha256:f610b165101d4768d11316e198449fb8b4c91a3efb810988ea898a91968551cf

Observation bcce51a8-6569-4025-bb95-d37910b1d1fb · inbound

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis cites this paper.

Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 33

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arxiv_id, observed 2026-07-02T21:37:25.483437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-27T19:36:37.333042Z digest=sha256:dc2fef60b884de1989e68785dc90476afc185fe82a5f44b02702240e8225533d

Observation 8f51e8a9-e64b-4415-9dec-6bb03fb7db6b · inbound

Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing cites this paper.

Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 30

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arxiv_id, observed 2026-07-03T03:47:35.575206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-27T14:45:45.359616Z digest=sha256:37394df8a8958bce221ce241b3a930247a5aa3e5548e4d2151a3352bc29b82f1

Observation 9ba3b897-f006-442d-83af-69cf21da085d · inbound

Ethical and Technical Limits of Deepfake Speech Datasets cites this paper.

Ethical and Technical Limits of Deepfake Speech Datasets ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 51

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arxiv_id, observed 2026-07-03T07:57:44.361676Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-27T11:40:01.282256Z digest=sha256:69b85428623e252383c6fbfee698d995a4b2f6e13e6168d0f6b0e6437e7dfc88

Observation 4f895bcf-b5b1-44a5-9d35-36cfc6773839 · inbound

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

SpAArSIST: Sparsified AASIST for Efficient and Reliable Anti-Spoofing ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 29

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arxiv_id, observed 2026-07-03T12:58:08.683830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-27T08:35:24.321197Z digest=sha256:fbc431c8e38ff4e9878006c0dbf0fc6c4c2a413350dcce188f397826f8bc4665

Observation 116d69f4-b5b8-4e3a-8f44-c3715d5d4a28 · inbound

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis cites this paper.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 17

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arxiv_id, observed 2026-07-04T02:19:22.855262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-26T19:53:05.995620Z digest=sha256:440943d469ebf0fb590c1e732dfcb37d1f61c267d1d1a00413db74355d8bb537

Observation 340bb56e-a2b4-49eb-b90d-aef84886eeaa · inbound

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

Large Audio Language Models for Spoofing-Aware Speaker Verification ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:12:30.062710Z digest=sha256:d57cc77bba3d6af3082f0c4309012b9c0e1a95c244d6d6d9db09c25ab23177d5

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

Time-Frequency Consistency Learning for Robust Speech Deepfake Detection cites this paper.

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

Reference 33

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source=pdf_text observed=2026-08-01T17:08:08.870986Z digest=sha256:cd27102a93618c577e1bfe159e241cd8026990b84153993d4fb8daac60e3d11b

Observation b3d02cc7-7a11-4be6-89b1-d7ed1c665807 · inbound

Probing Speaker Identity Sensitivity in Audio Deepfake Detectors cites this paper.

Probing Speaker Identity Sensitivity in Audio Deepfake Detectors ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 32

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no resolver link, observed 2026-08-01T06:39:32.948220Z

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source=pdf_text observed=2026-08-01T06:39:32.948220Z digest=sha256:86c03fc8a2e45fe34dbb6e31d938735cb50db560aca5bf0a1aa52f2257c63b26

Observation c9e58472-da72-46d3-996a-8cd1eca8fe3c · 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 ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 62

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no resolver link, observed 2026-07-31T23:27:04.789222Z

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source=pdf_text observed=2026-07-31T23:27:04.789222Z digest=sha256:0a8751fd2c491c2fa8e2a3e803e2ab6fd47dd6e89634f5ad773c41358250e61c

Observation d3440183-9ab5-4ed7-b769-426786d55791 · inbound

Teffic-Audio: Tell Fact from Fiction cites this paper.

Teffic-Audio: Tell Fact from Fiction ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 2022

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no resolver link, observed 2026-07-31T10:28:21.703461Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T10:28:21.703461Z digest=sha256:7e49f20e30def87ded2a9429276688318e3a1779621311294b5aff56d3f4cc24

Observation 25bcf042-559f-4103-b123-b9b70b478527 · inbound

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

Hidden-Domain Routing for All-Type Audio Deepfake Detection ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 37

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no resolver link, observed 2026-08-05T00:54:48.343830Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:54:48.343830Z digest=sha256:2f21bcee7f0fb76124ba88f2a55e7d1c15f7b134f06dee9243f27fe0ffae6a68

Observation 7a35fe27-8980-450b-92ec-36386e8d5d08 · inbound

AffectDF: The Most Comprehensive Benchmark for Speech Deepfake Detection against Emotionally Expressive Attacks cites this paper.

AffectDF: The Most Comprehensive Benchmark for Speech Deepfake Detection against Emotionally Expressive Attacks ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 16

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no resolver link, observed 2026-08-08T11:50:20.882735Z

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source=arxiv_source observed=2026-08-08T11:50:20.882735Z digest=sha256:be75e1248e83beb97d5236360dda5ec81553062a416cf4ed031c4c5db9af56fe