Paper Citation Record · LEDGER

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy

As of 17 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 4 inbound Pith citation observations for arXiv:2505.12994.

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

pith.paper-citation-record.v1
2505.12994 v3

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:26:32.361585Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:26:32.175307Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T20:17:21.999408Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy28
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c2438a5d-5fb0-499a-a8f1-cf88bfc79d14 · outbound

This paper cites Numerous challenges and datasets [1,2] have been created to drive research in this field, e.g., ASVspoof [3–7] and ADD [8, 9].

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Numerous challenges and datasets [1,2] have been created to drive research in this field, e.g., ASVspoof [3–7] and ADD [8, 9]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.998495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 19b3a718-c7d4-4a65-a049-aff9d767ff14 · outbound

This paper cites Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.175307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0f107be-2971-4f74-ada5-dd5735ddda76 · outbound

This paper cites an unresolved cited work.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:32.981639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 08a9544c-f0c8-4053-ac7b-770920e681dc · outbound

This paper cites The original CoRS includes 31 codecs used to resynthesize spoofed audio from VCTK [23].

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy The original CoRS includes 31 codecs used to resynthesize spoofed audio from VCTK [23]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.966699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8555ff2b-f289-4791-8c8e-cba58f18712b · outbound

This paper cites Results of Source Tracing We present performance across three source tracing tasks (de- fined in Section 3.1), with results in Table 3.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Results of Source Tracing We present performance across three source tracing tasks (de- fined in Section 3.1), with results in Table 3

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.950841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1f8e7bed-4db5-456b-8837-3aec4c710611 · outbound

This paper cites We introduce three taxonomy-guided multi-class classification tasks: vector quan- tization, auxiliary objectives, and decoder type.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy We introduce three taxonomy-guided multi-class classification tasks: vector quan- tization, auxiliary objectives, and decoder type

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.934909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 883f9cbd-5ff5-4b00-b197-52b554b0c62a · outbound

This paper cites NSTC 112-2634- F-002-005, Advanced Technologies for Designing Trustable AI Services).

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy NSTC 112-2634- F-002-005, Advanced Technologies for Designing Trustable AI Services)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.918933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a2d2bd61-bfce-43ae-a0de-d7746d6714ee · outbound

This paper cites A survey on speech deep- fake detection,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy A survey on speech deep- fake detection,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.904555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ff8641bc-b4f6-465f-8675-14ef893d5ab4 · outbound

This paper cites The defender's perspective on automatic speaker verification: An overview.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy The defender's perspective on automatic speaker verification: An overview

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.211555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdc48ba4-216d-4d9b-8b7b-c5921aa1754a · outbound

This paper cites Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.889969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e1e078eb-ea0a-4d2c-b548-c6af8c4fd0ab · outbound

This paper cites The asvspoof 2017 challenge: As- sessing the limits of replay spoofing attack detection,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy The asvspoof 2017 challenge: As- sessing the limits of replay spoofing attack detection,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.875123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91bff533-b1fe-4798-a263-cf4ca292edf2 · outbound

This paper cites ASVspoof 2019: future horizons in spoofed and fake audio detection,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy ASVspoof 2019: future horizons in spoofed and fake audio detection,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.226207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a7ac9df-37d8-43a1-83f3-34716e4c72d7 · outbound

This paper cites Asvspoof 2021: Towards spoofed and deepfake speech de- tection in the wild,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Asvspoof 2021: Towards spoofed and deepfake speech de- tection in the wild,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.850751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6fffc3aa-601e-4c86-9781-d2dd48748a2c · outbound

This paper cites ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.836444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 93a044ba-132f-4962-8e07-9b3a5dbe5252 · outbound

This paper cites Add 2022: the first audio deep synthesis detection challenge,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Add 2022: the first audio deep synthesis detection challenge,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.240511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25bc90e4-63a7-4169-85cf-8df46cfb642b · outbound

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.245417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7174bae-b68a-419c-b39e-9bbce3b654d5 · outbound

This paper cites Synthetic speech detection through short-term and long-term prediction traces,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Synthetic speech detection through short-term and long-term prediction traces,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.250114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df8602a7-1996-4698-af50-0fc2a3f24ade · outbound

This paper cites An initial investigation for detecting vocoder fingerprints of fake audio,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy An initial investigation for detecting vocoder fingerprints of fake audio,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.803847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f9fe3d40-2ed6-4784-a1ac-5b29f71e956d · outbound

This paper cites Distinguish- ing neural speech synthesis models through fingerprints in speech waveforms,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Distinguish- ing neural speech synthesis models through fingerprints in speech waveforms,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.789253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c2365b1-29ed-48dd-93b8-cfb672a1026a · outbound

This paper cites Source tracing: detecting voice spoofing,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Source tracing: detecting voice spoofing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.774667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 79aa8ee4-107d-4a9f-a8eb-59935f95f200 · outbound

This paper cites Source trac- ing of audio deepfake systems,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Source trac- ing of audio deepfake systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.759288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 51c74eec-fe9f-496f-970f-155345922df6 · outbound

This paper cites CodecFake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy CodecFake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.743356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc44fce7-a146-4b50-83c4-ad36f19625cc · outbound

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy The codecfake dataset and counter- measures for the universally detection of deepfake audio,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.728211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation daee78e6-acac-450f-9691-7e339c9f10e1 · outbound

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.282605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aceaa1c5-654d-4949-a03b-d620cefe22ed · outbound

This paper cites Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.287953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cb22480-22d5-4f58-acb0-b948b5cf0689 · outbound

This paper cites On The Landscape of Spoken Language Models: A Comprehensive Survey.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy On The Landscape of Spoken Language Models: A Comprehensive Survey

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.292935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74dea7a1-220d-44c8-818b-25921af2e8f7 · outbound

This paper cites Towards audio language modeling -- an overview.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Towards audio language modeling -- an overview

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.297758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 059436c4-4ebe-4858-8caf-0779882e1663 · outbound

This paper cites Codec-SUPERB: An in-depth analysis of sound codec models,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Codec-SUPERB: An in-depth analysis of sound codec models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.712840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 308f792b-fa22-4c40-ac6c-6209701e2c09 · outbound

This paper cites Codec-SUPERB@ SLT 2024: A lightweight benchmark for neu- ral audio codec models,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Codec-SUPERB@ SLT 2024: A lightweight benchmark for neu- ral audio codec models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.697622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 81bd8d30-dd3b-431f-96dd-6d86ccf82c5d · outbound

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (ver- sion 0.92),

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.682753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f428f140-7d58-46ae-bcac-590eba0b5ffa · outbound

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.316433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c786b28-a7ac-4143-b9b7-c3814e0fd2b0 · outbound

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

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.657449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 519826ff-1a95-4ba3-a7b2-2256d74b1f67 · outbound

This paper cites End-to-end anti-spoofing with rawnet2,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy End-to-end anti-spoofing with rawnet2,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.641426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e528e95b-1f26-49f3-9aa5-73252852148a · outbound

This paper cites Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.626134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 33e9a7aa-3315-477f-a950-e8474dad856b · outbound

This paper cites CLaM-TTS: Improv- ing neural codec language model for zero-shot text-to-speech,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy CLaM-TTS: Improv- ing neural codec language model for zero-shot text-to-speech,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.610507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4419f4e5-869e-405a-9f73-c030f5dd79ed · outbound

This paper cites Soundstream: An end-to-end neural audio codec,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Soundstream: An end-to-end neural audio codec,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.593106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e17edd84-4490-4f5a-bc38-7572be8cdecc · outbound

This paper cites Single-codec: Single-codebook speech codec towards high-performance speech generation,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Single-codec: Single-codebook speech codec towards high-performance speech generation,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.577677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bfad582d-7e3d-47cd-8f11-32166878d5cd · outbound

This paper cites MaskGCT: Zero-shot text-to-speech with masked generative codec transformer,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy MaskGCT: Zero-shot text-to-speech with masked generative codec transformer,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.561932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8985c28d-3efb-45c7-835e-e0480ff98405 · outbound

This paper cites Natu- ralspeech 2: Latent diffusion models are natural and zero-shot speech and singing synthesizers,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Natu- ralspeech 2: Latent diffusion models are natural and zero-shot speech and singing synthesizers,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.546966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7da383a6-cacf-4665-91d0-0861cde80c87 · outbound

This paper cites Dynamic-SUPERB phase-2: A collabora- tively expanding benchmark for measuring the capabilities of spo- ken language models with 180 tasks,.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy Dynamic-SUPERB phase-2: A collabora- tively expanding benchmark for measuring the capabilities of spo- ken language models with 180 tasks,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:32.531832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 56c5fd1f-7ee6-4176-86e8-49feaa19d3c5 · outbound

This paper cites A Preliminary Exploration with GPT-4o Voice Mode.

Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy A Preliminary Exploration with GPT-4o Voice Mode

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:32.361585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 19b3a718-c7d4-4a65-a049-aff9d767ff14 · inbound