Paper Citation Record · LEDGER

Audio Deepfake Verification

As of 21 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 3 inbound Pith citation observations for arXiv:2509.08476.

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

pith.paper-citation-record.v1
2509.08476 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:12:07.957087Z

measured 44 of 44 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:12:07.758738Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T18:58:08.973922Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy21
unresolved19
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bb23e694-d3e6-41dd-a485-8cd724a5898f · outbound

This paper cites Audio Deepfake Verification.

Audio Deepfake Verification Audio Deepfake Verification

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.758738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e7ba250-8385-4462-92fb-5a88d7c5abd8 · outbound

This paper cites semantic.

Audio Deepfake Verification semantic

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.523918Z

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 25c5fa05-3c4d-408e-a4d9-d0c6845de374 · outbound

This paper cites different.

Audio Deepfake Verification different

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.511265Z

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 c2fd140a-8606-41c8-82e9-9c5abd84c408 · outbound

This paper cites Acoustic model.

Audio Deepfake Verification Acoustic model

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T16:12:08.499663Z

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 b8ae7d80-fbbb-49d4-88dd-d29e54715a40 · outbound

This paper cites an unresolved cited work.

Audio Deepfake Verification Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:12:08.486784Z

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 a5e6b22f-5ed7-44e8-8265-fb7df1d94ff5 · outbound

This paper cites The emergence of deepfake tech- nology: A review,.

Audio Deepfake Verification The emergence of deepfake tech- nology: A review,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.469688Z

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 94d5024a-4175-447f-bd1c-de9d3b0f5e97 · outbound

This paper cites Audio anti-spoofing detection: A survey,.

Audio Deepfake Verification Audio anti-spoofing detection: A survey,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.456800Z

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 790144dd-3e04-4029-93e0-cc8f08e65eee · outbound

This paper cites Audio Deepfake Detection: A Survey.

Audio Deepfake Verification Audio Deepfake Detection: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.793124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ee82c4-62f2-4925-8eee-be31ff655e55 · outbound

This paper cites Audio deepfake attribution: An initial dataset and in- vestigation,.

Audio Deepfake Verification Audio deepfake attribution: An initial dataset and in- vestigation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.444354Z

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 8fa9b036-b8f9-46eb-bb9f-c00c5d798f8d · outbound

This paper cites An initial investigation for detecting vocoder finger- prints of fake audio,.

Audio Deepfake Verification An initial investigation for detecting vocoder finger- prints of fake audio,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.432133Z

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 fa56aa13-6a7f-4cf6-b68d-2428f527d01a · outbound

This paper cites ADD 2023: the Second Audio Deepfake Detection Challenge.

Audio Deepfake Verification ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.812532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5638fe8b-90fc-4053-99bc-7f5bde31dae6 · outbound

This paper cites Source tracing of audio deep- fake systems,.

Audio Deepfake Verification Source tracing of audio deep- fake systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.417049Z

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 48b1dd65-e893-46d2-8f99-d694e2b9ad6c · outbound

This paper cites Generalized source tracing: Detecting novel au- dio deepfake algorithm with real emphasis and fake dis- persion strategy,.

Audio Deepfake Verification Generalized source tracing: Detecting novel au- dio deepfake algorithm with real emphasis and fake dis- persion strategy,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.405056Z

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 267347e2-7b3a-459b-8dcf-15cd5de2d7fd · outbound

This paper cites Generalize audio deepfake algorithm recognition via attribution enhancement,.

Audio Deepfake Verification Generalize audio deepfake algorithm recognition via attribution enhancement,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.392283Z

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 5a7d6ad7-56ca-4cee-b752-c5f5e6fef821 · outbound

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

Audio Deepfake Verification wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.379697Z

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 cf8210cd-388b-47cc-a94a-f1981bae7036 · outbound

This paper cites Wavlm: Large-scale self-supervised pre-training for full stack speech processing,.

Audio Deepfake Verification Wavlm: Large-scale self-supervised pre-training for full stack speech processing,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.366481Z

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 06258145-fad3-4bb8-8a46-ff44d7ca5dae · outbound

This paper cites Seamless: Multilingual Expressive and Streaming Speech Translation.

Audio Deepfake Verification Seamless: Multilingual Expressive and Streaming Speech Translation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.850791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc07963-087a-45fb-9fe4-c3aa53ddbd45 · outbound

This paper cites Using mlaad for source tracing of audio deepfakes,.

Audio Deepfake Verification Using mlaad for source tracing of audio deepfakes,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.354065Z

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 c02da744-250e-4cf6-b1f4-e733f34eb71e · outbound

This paper cites Asvspoof 2019: spoofing countermea- sures for the detection of synthesized, converted and re- played speech,.

Audio Deepfake Verification Asvspoof 2019: spoofing countermea- sures for the detection of synthesized, converted and re- played speech,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.340734Z

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 164d8038-d8ae-406d-babe-e55566c6c4ae · outbound

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

Audio Deepfake Verification The codecfake dataset and countermeasures for the universally detection of deep- fake audio,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.325135Z

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 da3e41fb-cafe-4bed-80ef-705ccd0ff242 · outbound

This paper cites Codecfake+: A large-scale neural audio codec-based deepfake speech dataset,.

Audio Deepfake Verification Codecfake+: A large-scale neural audio codec-based deepfake speech dataset,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.311349Z

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 d54b01b8-733d-4e9c-8a4d-3dde79c1b238 · outbound

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

Audio Deepfake Verification Dfadd: The diffusion and flow- matching based audio deepfake dataset,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.298462Z

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 45ad6b17-a9c7-4b66-a224-3486e2a55fb8 · outbound

This paper cites GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio.

Audio Deepfake Verification GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.877383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15cebc15-af5d-4676-99e0-7afd3ec6d735 · outbound

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

Audio Deepfake Verification Ai-synthesized voice detection using neural vocoder ar- tifacts,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.285555Z

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 3203fd45-bc45-4bf6-93d3-bd0c13a2cb0f · outbound

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

Audio Deepfake Verification Mlaad: The multi-language audio anti-spoofing dataset,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.271714Z

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 cd856fe8-e0de-4c8c-af3f-9eca571cd888 · outbound

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

Audio Deepfake Verification Spoofceleb: Speech deepfake detection and sasv in the wild,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.890321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b958553b-955d-4e00-b3e1-570921e1dc69 · outbound

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

Audio Deepfake Verification WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.893889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df2bf722-0acb-48c3-82f9-5666bdea69a1 · outbound

This paper cites ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild.

Audio Deepfake Verification ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.898425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b89873c5-4c33-45c3-b7b4-b526ac52f669 · outbound

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

Audio Deepfake Verification CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.902510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d50078-c7eb-4966-a201-23b1c93277e1 · outbound

This paper cites CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models.

Audio Deepfake Verification CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.907763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1900e16a-a597-429f-b561-2f90d9677352 · outbound

This paper cites E2 tts: Embar- rassingly easy fully non-autoregressive zero-shot tts,.

Audio Deepfake Verification E2 tts: Embar- rassingly easy fully non-autoregressive zero-shot tts,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.251334Z

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 f538a280-04ff-4a46-ae90-d03a729c2e23 · outbound

This paper cites FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications.

Audio Deepfake Verification FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.915918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae85562c-0ae9-495f-841e-3716bd866b6e · outbound

This paper cites Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech Synthesis.

Audio Deepfake Verification Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech Synthesis

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.919903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 751bb11e-20cb-4fe1-a0c7-cc73a5d917cc · outbound

This paper cites MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer.

Audio Deepfake Verification MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.923921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08be7819-1e4a-48b1-84e5-b81eb58be1f2 · outbound

This paper cites Seed-TTS: A Family of High-Quality Versatile Speech Generation Models.

Audio Deepfake Verification Seed-TTS: A Family of High-Quality Versatile Speech Generation Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.929456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03362d43-70ad-431d-86e9-4539288b7823 · outbound

This paper cites Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokens.

Audio Deepfake Verification Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokens

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.934329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a89d14-215e-4956-b188-0ec4e5c1a84e · outbound

This paper cites CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking.

Audio Deepfake Verification CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.939651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5727956-09a2-4493-8993-ea34a1f194d3 · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

Audio Deepfake Verification ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.943807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9885254-0e38-4378-bdc5-1262bdcb4388 · outbound

This paper cites Deep residual learning for image recognition,.

Audio Deepfake Verification Deep residual learning for image recognition,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T16:12:07.948713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16b6319-f96a-4aaa-8c52-6a4564791a99 · outbound

This paper cites Advancing speaker embedding learning: Wespeaker toolkit for research and production,.

Audio Deepfake Verification Advancing speaker embedding learning: Wespeaker toolkit for research and production,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.229479Z

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 354ab5c7-7659-489d-be5a-68415ce329f5 · outbound

This paper cites Wespeaker: A research and production oriented speaker embedding learning toolkit,.

Audio Deepfake Verification Wespeaker: A research and production oriented speaker embedding learning toolkit,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:12:08.215537Z

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.

Pith citing papers

Observation bb23e694-d3e6-41dd-a485-8cd724a5898f · inbound