Paper Citation Record · LEDGER

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors

As of 21 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:2509.21597.

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

pith.paper-citation-record.v1
2509.21597 v2

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:51:37.449634Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-09T19:27:59.124425Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:41:30.302351Z

Reference resolution

58 of 58 outbound references displayed

verified exact1
verified fuzzy27
unresolved29
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3c9df119-d0da-46cd-9b1f-c3eb531b61da · outbound

This paper cites Audio Deepfake Detection: A Survey.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Audio Deepfake Detection: A Survey

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.252307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7803ce74-c139-4053-b630-e7c77203e743 · outbound

This paper cites Audio deepfake detection: What has been achieved and what lies ahead,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Audio deepfake detection: What has been achieved and what lies ahead,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.323615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation daeacacb-2cc2-4614-975f-5f4d40dbb71f · outbound

This paper cites Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.260136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b5dfd74-a37f-4645-b841-e6705d88297d · outbound

This paper cites Spoofceleb: Speech deepfake detection and sasv in the wild,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Spoofceleb: Speech deepfake detection and sasv in the wild,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.313456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 959177e2-5a88-4ebb-949c-8cdab8606487 · outbound

This paper cites Asvspoof 2019: Spoofing countermeasures for the detection of synthesized, converted and replayed speech,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Asvspoof 2019: Spoofing countermeasures for the detection of synthesized, converted and replayed speech,

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-15T15:51:37.268241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection.

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.

Observation e5394366-8729-4453-a7cf-1fec96a86e48 · outbound

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

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Asvspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.301896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6aa475e6-1940-411b-9759-3efdb5da4073 · outbound

This paper cites Does audio deepfake detection generalize?.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Does audio deepfake detection generalize?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.279230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2abf36bc-24b1-4814-9291-8e5ed8651151 · outbound

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

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Mlaad: The multi- language audio anti-spoofing dataset,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.290535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 20d4f0b2-f689-4445-9e1e-7607c4ab999f · outbound

This paper cites CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.285668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80c37585-68ca-4b7f-9bca-babb7a807a39 · outbound

This paper cites CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.289233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a40b0a1-ae04-482f-a161-188f55999bd6 · outbound

This paper cites Diffssd: A diffusion-based dataset for speech forensics,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Diffssd: A diffusion-based dataset for speech forensics,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.277902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db553c61-84cc-4a41-9887-edd3f42a4fe6 · outbound

This paper cites Diffuse or confuse: A diffusion deepfake speech dataset,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Diffuse or confuse: A diffusion deepfake speech dataset,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.266654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c7921486-6ef8-4697-9821-463a7b2e947a · outbound

This paper cites Habla: A dataset of latin american spanish accents for voice anti-spoofing,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Habla: A dataset of latin american spanish accents for voice anti-spoofing,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.256100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ae27e744-b168-47f9-aba9-fd5ba83d3ff8 · outbound

This paper cites Replay Attacks Against Audio Deepfake Detection.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Replay Attacks Against Audio Deepfake Detection

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.302670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cd32478-3282-47a3-a036-faf95705d651 · outbound

This paper cites The codecfake dataset and countermeasures for the universally detection of deepfake audio,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors The codecfake dataset and countermeasures for the universally detection of deepfake audio,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.245059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 190b633b-ee2d-4bdf-b3f0-30a3331aede6 · outbound

This paper cites WaveFake: A Data Set to Facilitate Audio Deepfake Detection.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.314175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ddab8a6-2d52-4f41-9a13-0bfbe04de403 · outbound

This paper cites Safeear: Content privacy-preserving audio deepfake detection,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Safeear: Content privacy-preserving audio deepfake detection,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.233601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7176dc27-c6ad-4d45-a56c-bc547b9f5a3f · outbound

This paper cites Ditse: High-fidelity generative speech enhancement via latent diffusion trans- formers,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Ditse: High-fidelity generative speech enhancement via latent diffusion trans- formers,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.321547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d71bcd26-412b-422f-9fa1-38c10417c075 · outbound

This paper cites Generalized end-to-end loss for speaker verification,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Generalized end-to-end loss for speaker verification,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.324962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f48bc8e-52c2-44c5-be0d-f3a8162e9817 · outbound

This paper cites Tacotron: Towards End-to-End Speech Synthesis.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Tacotron: Towards End-to-End Speech Synthesis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.328425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01e687d7-9627-4e0e-a149-cae8520a6312 · outbound

This paper cites Towards end-to-end prosody transfer for expressive speech synthesis with tacotron,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Towards end-to-end prosody transfer for expressive speech synthesis with tacotron,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.215024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 43cd36db-8f20-456f-ac34-67eab62b2160 · outbound

This paper cites Fastspeech: Fast, robust and controllable text to speech,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Fastspeech: Fast, robust and controllable text to speech,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.335449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ba89bc-1bef-46a9-97a6-e5657b0b5713 · outbound

This paper cites FastSpeech 2: Fast and High-Quality End-to-End Text to Speech.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors FastSpeech 2: Fast and High-Quality End-to-End Text to Speech

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.338770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69604e31-cdde-4e76-86d2-65fdb18466d1 · outbound

This paper cites For: A dataset for synthetic speech detection,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors For: A dataset for synthetic speech detection,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.196154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6977245a-bab6-4d85-b7af-d14001b7d912 · outbound

This paper cites Yourtts: Towards zero-shot multi-speaker tts and zero- shot voice conversion for everyone,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Yourtts: Towards zero-shot multi-speaker tts and zero- shot voice conversion for everyone,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.185128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 25d40685-ba5c-4719-8b70-deced384f34b · outbound

This paper cites Naturalspeech: End-to-end text-to-speech synthesis with human-level quality,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Naturalspeech: End-to-end text-to-speech synthesis with human-level quality,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.174149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e0e62d68-ae4f-454e-ae2f-1f2c1f514cfd · outbound

This paper cites Mega-TTS: Zero-Shot Text-to-Speech at Scale with Intrinsic Inductive Bias.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Mega-TTS: Zero-Shot Text-to-Speech at Scale with Intrinsic Inductive Bias

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.352429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e6337bc-773f-4dfa-8355-23c7b47772a9 · outbound

This paper cites SRC4VC: Smartphone-Recorded Corpus for Voice Conversion Benchmark.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors SRC4VC: Smartphone-Recorded Corpus for Voice Conversion Benchmark

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.356183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb91aa34-5c25-4e61-b291-2d576eb2a0f1 · outbound

This paper cites Timit- tts: A text-to-speech dataset for multimodal synthetic media detection,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Timit- tts: A text-to-speech dataset for multimodal synthetic media detection,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.162599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f5e2585a-e1b2-4ff9-93dc-985f5b2e598b · outbound

This paper cites NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.363039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b0ec63-b22c-40ef-8119-78b31c7fbdfa · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.366532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1310b110-fb69-4d15-97c3-6f560284ff91 · outbound

This paper cites Dfadd: The diffusion and flow-matching based audio deepfake dataset,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Dfadd: The diffusion and flow-matching based audio deepfake dataset,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.150973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7021fb36-88db-41d8-98da-7a9eea181cdb · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.373108Z

Source-reported events for the cited work

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Observation d1e8ed99-865a-46d0-b157-dc3c692119e8 · outbound

This paper cites Discrete audio tokens: More than a survey!.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Discrete audio tokens: More than a survey!

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.376740Z

Source-reported events for the cited work

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Observation c2720178-eab5-43be-8c9c-a2ed7f31df33 · outbound

This paper cites Ai-synthesized voice detection using neural vocoder artifacts,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Ai-synthesized voice detection using neural vocoder artifacts,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.140583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e841972b-d1d4-4742-a653-641994ef2381 · outbound

This paper cites Post-training for deepfake speech detection,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Post-training for deepfake speech detection,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.382958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6025f3e4-a62e-4f81-a2d5-3a49818cc163 · outbound

This paper cites CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.385915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f28a755-311c-43a2-9ced-246b0f1e4cc4 · outbound

This paper cites Deepfake cross-lingual evaluation dataset (decro),.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Deepfake cross-lingual evaluation dataset (decro),

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.129069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 61e8c6c1-64a9-4b08-b3f5-ccf71e95c799 · outbound

This paper cites MSceneSpeech: A Multi-Scene Speech Dataset For Expressive Speech Synthesis.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors MSceneSpeech: A Multi-Scene Speech Dataset For Expressive Speech Synthesis

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.396304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 354a086e-c37b-4353-a736-343d1471398e · outbound

This paper cites An open dataset of synthetic speech,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors An open dataset of synthetic speech,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.118245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3dd39851-7c36-44dd-a2ad-f86a738dedb7 · outbound

This paper cites Audio recordings dataset of genuine and replayed speech at both ends of a telecommunication channel,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Audio recordings dataset of genuine and replayed speech at both ends of a telecommunication channel,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.107058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2954ff89-68d4-435a-9000-0081ebccd861 · outbound

This paper cites Jvnv: A corpus of japanese emotional speech with verbal content and nonverbal expressions,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Jvnv: A corpus of japanese emotional speech with verbal content and nonverbal expressions,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.406574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c865ca0-694a-4acd-b7e7-71d5530be07d · outbound

This paper cites Speech enhancement and dereverberation with diffusion-based generative models,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Speech enhancement and dereverberation with diffusion-based generative models,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.088162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e5cf11cd-a2f9-4153-869e-b30dca7a113a · outbound

This paper cites Genhancer: High-fidelity speech enhancement via generative modeling on discrete codec tokens,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Genhancer: High-fidelity speech enhancement via generative modeling on discrete codec tokens,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.076965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1a55586c-d0a7-4478-a5ef-f492be13aad4 · outbound

This paper cites Miipher: A robust speech restora- tion model integrating self-supervised speech and text representations,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Miipher: A robust speech restora- tion model integrating self-supervised speech and text representations,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.065384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b79cc746-2c38-40b5-af86-bcc9eaf3337f · outbound

This paper cites Hifi-gan-2: Studio-quality speech en- hancement via generative adversarial networks conditioned on acoustic features,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Hifi-gan-2: Studio-quality speech en- hancement via generative adversarial networks conditioned on acoustic features,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.053765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cb6ef1cb-1b67-401f-aae5-53ec15948686 · outbound

This paper cites The lj speech dataset,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors The lj speech dataset,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.422757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aaabab3-dfa5-4341-9f5c-253eff4f6d21 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.035337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fde5178a-8192-484f-bfbb-65f028905928 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.429384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b3d28a-3653-4618-82c8-d13853caf0bf · outbound

This paper cites End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detection,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detection,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.015961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 17cd747c-aeb8-4357-8892-6e3bd4ff3a21 · outbound

This paper cites Speech enhancement—a review of modern meth- ods,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Speech enhancement—a review of modern meth- ods,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:38.003891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d7e482e8-561b-499d-adaf-844fa79f4b39 · outbound

This paper cites Advances in Speech Separation: Techniques, Challenges, and Future Trends.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Advances in Speech Separation: Techniques, Challenges, and Future Trends

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.442667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c88548e1-a921-4747-a9c7-3097766cac45 · outbound

This paper cites Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (version 0.92),.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (version 0.92),

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.445977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7345fffa-9fe2-4ad4-b07f-1afae1aa4b15 · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 213060286 10 VOLUME ,.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Available: https://api.semanticscholar.org/CorpusID: 213060286 10 VOLUME ,

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:37.983918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cee372bc-1581-4c38-be1a-50762573c827 · outbound

This paper cites wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.432808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1b0f6f4-4e2e-4053-bfad-138d0e188ad0 · outbound

This paper cites Available: https://doi.org/10.5281/zenodo.7603208.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors Available: https://doi.org/10.5281/zenodo.7603208

Reference 2023

Resolution: verified exact; doi, observed 2026-08-15T15:51:37.481241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d06eb128-b672-428e-91b5-472e7890b23c · outbound

This paper cites The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio.

AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:37.310253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 443d723c-b3cb-413d-8d98-66e5d4368898 · inbound

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

Alethia: A Foundational Encoder for Voice Deepfakes AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-06-04T02:07:39.638614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.