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Paper Citation Record · LEDGER

Towards Generalized Source Tracing for Codec-Based Deepfake Speech

As of 10 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 4 inbound Pith citation observations for arXiv:2506.07294.

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

pith.paper-citation-record.v1
2506.07294 v3

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:43:08.435473Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T20:43:29.213147Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T20:17:21.993904Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact4
  • verified fuzzy32
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b70fa2f3-39ab-452f-aa48-fa5e69eaf8b9 · outbound

This paper cites A survey on speech deepfake detection,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech A survey on speech deepfake detection,

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.266477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.246632Z digest=sha256:300c2f1217c843e1d2dbfa9a6090e0df8115ee64923de3e7909b500a42b0b721

Observation 4442a0c9-f670-45b9-90ca-30af813fccf4 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech The defender's perspective on automatic speaker verification: An overview

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:43:08.845713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.251081Z digest=sha256:d9f303277a57a6552a0a6a1e29227b9836ce5c905509377975d3bd1b8c046a3c

Observation d44097a4-aaf2-45b7-9ac8-2c44c973c403 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Asvspoof 2015: the first automatic speaker verification spoofing and countermea- sures challenge,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.254854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.255484Z digest=sha256:510b61a7f5c97b05f3f6cc3fae86499b22eb5c17aab1fa89688dfa276e66e337

Observation 3b68e8cc-b6b9-4421-b584-5f04a21b9801 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech The asvspoof 2017 challenge: Assessing the limits of replay spoofing attack detection,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.243316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.259679Z digest=sha256:55ee87181e456eec1f4467868d2b442772839165bb814ea296cf5213220a1d26

Observation 7870c927-ce78-4248-b220-ecb3fe254572 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech ASVspoof 2019: future horizons in spoofed and fake audio detection,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.231664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.263729Z digest=sha256:73f8ff6c02dd8e3754cabeab83d1700b07565f967e4d5a0b537db8002a31b306

Observation dc6f8a13-4066-445a-b83e-71657bc39747 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.219660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.267627Z digest=sha256:7e9fbbb8c213b00707d294065ba0407c8473e6d2ee6bfcfb486c4c99cb42792d

Observation 010a4448-844b-481b-91bd-0fa8ca865f27 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,

Reference 7

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raw_fallback, observed 2026-08-07T05:43:09.207517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.271694Z digest=sha256:383284192a784377438144d3e2d1384b68f58838a6f12ee3640d389bad68bfdb

Observation e75dad71-3b95-4321-b713-b7ab566dbfb7 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Add 2022: the first audio deep synthesis detection challenge,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.195357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.275287Z digest=sha256:309740d88e701a87b3c049043ff72fc99effb2644a2aa2ba30be9ce90534f169

Observation bf986a06-3279-4f71-91e9-7f8b03fe8179 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.278930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.278930Z digest=sha256:ac9b3dbd97009b5243dfcd7113dd39983392f617c6341ac2f3d5154431b9efe0

Observation 64b1b69c-be79-40fa-8088-214ace2df742 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Synthetic speech detection through short- term and long-term prediction traces,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.182932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.282824Z digest=sha256:b9448998209ffa715bde0e9be524fb26bfd673c8cae6ce6a949d6faca3bce93f

Observation f2de419a-f426-415b-a1de-50d600d7f48d · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech An initial investigation for detecting vocoder fingerprints of fake audio,

Reference 11

Resolution
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raw_fallback, observed 2026-08-07T05:43:09.169787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.286491Z digest=sha256:d94e6c4ddac34d2267440450b105195c889b29337fb528a37b44f700b9cf46ba

Observation e4cd77e6-dac1-41b3-bcbb-3f0b57228c38 · outbound

This paper cites Distinguishing neural speech synthesis models through fingerprints in speech waveforms,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Distinguishing neural speech synthesis models through fingerprints in speech waveforms,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.156547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.289892Z digest=sha256:91ced9ea071eeeacaed2fdcd4a968969c8373f560c9f83ce0b55db55a272f763

Observation beeeb5a1-a9ee-41eb-a4b7-74699813b65a · outbound

This paper cites Source tracing: detecting voice spoofing,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Source tracing: detecting voice spoofing,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.143229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.293297Z digest=sha256:d8fcccc258c58e28734ae8aa31c9c7029974e4d82f32c7102b31cc576eab71ed

Observation 53967e6c-d49e-48a1-9cf4-1280eab1bcfb · outbound

This paper cites Source tracing of audio deepfake systems,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Source tracing of audio deepfake systems,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.129954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.296674Z digest=sha256:d78da0167a1264614a422403c81bb6c20173b284ee6262342a1f287eb3514122

Observation 8ce57144-6318-4e00-a20b-637add111ef0 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech On The Landscape of Spoken Language Models: A Comprehensive Survey

Reference 15

Resolution
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no resolver link, observed 2026-08-07T05:43:08.300073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.300073Z digest=sha256:1422bae5e66d641cc347a50064707a0be7c92f0f5ec8e635f615bed1e79152d9

Observation 0727059a-1c03-40c6-a988-acd0c8cf2630 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.303886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.303886Z digest=sha256:50c3481d983024bdf9036d9a3c29a921161de31089779da3180c6e023f67043e

Observation 3c87a779-ac6a-4eb2-8856-36d00987105e · outbound

This paper cites Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Reference 17

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unresolved
no resolver link, observed 2026-08-07T05:43:08.307680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.307680Z digest=sha256:472d2ac1a2b12731bc500b8d1907f0f7f891d51ed611c435617d67c29f086433

Observation 5b017e66-e8cc-4767-a728-b7080f146839 · outbound

This paper cites Source Verification for Speech Deepfakes.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Source Verification for Speech Deepfakes

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:43:08.773379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.311552Z digest=sha256:d987c392e166b8f5214bea86a3c3e450dc8ea80082adcd65ae48581a1c2cd383

Observation 7dbbc8f3-08ba-4008-95f3-e47dfeaa5a94 · outbound

This paper cites Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:43:08.755086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.315601Z digest=sha256:f599c270f6a8e5d6b89e61cbf2cc755bcfa1360fac43b97d4e6634b6c5caac3d

Observation 01c6ea52-d3e0-43d5-b24e-3140faa90254 · outbound

This paper cites Towards Neural Audio Codec Source Parsing.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Neural Audio Codec Source Parsing

Reference 20

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no resolver link, observed 2026-08-07T05:43:08.319149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.319149Z digest=sha256:6596b4c82e63c9b2b820bf620349930ba990fb150745f851255706a61bf060a2

Observation 8b734f88-ea9f-4c4d-bf73-58ad1cdfe11e · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech CodecFake: En- hancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.116718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.322722Z digest=sha256:43410df379cbc02551bb3043386c9549df665e4f2d7d1fd9dc74e523d75d432c

Observation e1dcd91c-70e6-4704-ad9d-b2be91fa50df · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 22

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no resolver link, observed 2026-08-07T05:43:08.326154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.326154Z digest=sha256:e55a02b62cab812ad122d4d7b1bafbac4dab2e3db328fbe7550e05628f665955

Observation 7cf198e4-2b76-4cc2-b767-8be3f187f132 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy

Reference 23

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no resolver link, observed 2026-08-07T05:43:08.329952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.329952Z digest=sha256:1a0e844533662f08cd6a56c9b63ed33589be039ab4e2bb37b71edcc974840e20

Observation 3295d263-0949-40aa-9f53-e77d63a7440c · outbound

This paper cites Recent advances in discrete speech tokens: A review,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Recent advances in discrete speech tokens: A review,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.333557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.333557Z digest=sha256:b26ca6a6377dde35c43a803143361e646995277e963a10869ae9928d5993ce1a

Observation ec034de6-3d8c-4ca7-9e9f-86ae48eb45fe · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards audio language modeling -- an overview

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.337092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.337092Z digest=sha256:3b50c8544056c24682bfbc643b269aa311eebee31c9191e97591eb3494d689c9

Observation a7c8ae83-66dd-421f-a4f0-900b8cc7c6dd · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Codec-SUPERB: An in-depth analysis of sound codec models,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.103909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.341066Z digest=sha256:c5a6c4cf4ef73befd9f9f5d0d1b12b61934fd90a80218638a9f24eb356d331bb

Observation 4dbcd270-4756-4e58-bea0-794956337341 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Codec-SUPERB@ SLT 2024: A lightweight benchmark for neural audio codec models,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.090800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.344782Z digest=sha256:f074c5fe7b27104bb1c39296ad4751c1660dc13a8a052f8965b18d892db889c1

Observation e4d9d556-fbe5-4c06-a335-29299c034dde · outbound

This paper cites Improved deepfake detection using whisper features,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Improved deepfake detection using whisper features,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.076873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.348154Z digest=sha256:318ad72d3d1ed746693396912f93fd8e459f2764897a70032da38bb59d5e1858

Observation 0d805bfb-bbf5-4314-b558-7213e38544a9 · outbound

This paper cites Aasist: Audio anti- spoofing using integrated spectro-temporal graph atten- tion networks,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Aasist: Audio anti- spoofing using integrated spectro-temporal graph atten- tion networks,

Reference 29

Resolution
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raw_fallback, observed 2026-08-07T05:43:09.063454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.351607Z digest=sha256:a66e1e3593830990c7eb3835d6634447b54faf44dd9dd5ace9781ce472b559b1

Observation f0e96551-cc21-4b17-ba76-0d2dbd94879d · outbound

This paper cites Robust speech recog- nition via large-scale weak supervision,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Robust speech recog- nition via large-scale weak supervision,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.049766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.355100Z digest=sha256:0ce9e43bd65146a68fb63c097c335538dcb2583f318761b48d9cda5281f3ea18

Observation df060ada-c158-40dd-a58e-c297ca8c74c8 · outbound

This paper cites XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.358475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.358475Z digest=sha256:a563ff8c3001d9c5abe2bdd60628c7bd281e53ec47ab7b2b81b1e198e7a0a651

Observation f79dbe60-53e3-409b-941d-90a117dd682c · outbound

This paper cites Masked au- toencoders that listen,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Masked au- toencoders that listen,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.034182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.362016Z digest=sha256:1ff6776e8ef3f6fa7dbb5be5386e2af843bdc5cdca2a2e9c6109b42539ea18e0

Observation e38ae026-609f-4b0b-9c6c-eb370c4fb728 · outbound

This paper cites Masked Autoencoders Are Scalable Vision Learners.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Masked Autoencoders Are Scalable Vision Learners

Reference 33

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unresolved
no resolver link, observed 2026-08-07T05:43:08.365509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.365509Z digest=sha256:c5f4c0d49dfe203a9c32a63de92622c3690f99454eff55694110462898b2f14b

Observation 7fb84deb-286f-4c73-ac51-4aa352836271 · outbound

This paper cites Adversarial sample detection for speaker verification by neural vocoders,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Adversarial sample detection for speaker verification by neural vocoders,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.021547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.369117Z digest=sha256:21499c10eba6bc22276f07b6714b4fad69fe5722ac3accdc41a34afdb81bead9

Observation 7032dbe1-409f-48c5-b812-276dfb3eb784 · outbound

This paper cites Neural codec-based adversarial sample detection for speaker verification,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Neural codec-based adversarial sample detection for speaker verification,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:09.009305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.372529Z digest=sha256:a9b84736c899adea5292fa94684b8f7c16657c2b2351bafebd3458e4cbed3053

Observation 3c53ff36-aee7-49f2-bc8e-6a4d42413030 · outbound

This paper cites Towards Out-of-Distribution Detection in Vocoder Recognition via Latent Feature Reconstruction.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Out-of-Distribution Detection in Vocoder Recognition via Latent Feature Reconstruction

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.375819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.375819Z digest=sha256:257fef1d69f58ebc17a477dbd56771c3b12c011408c37a95d11dbb27659ae807

Observation 68d116e0-f247-4547-b34e-37a13c11a76d · outbound

This paper cites Push-pull: Characterizing the adversarial robustness for audio-visual active speaker detection,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Push-pull: Characterizing the adversarial robustness for audio-visual active speaker detection,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.996846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.379433Z digest=sha256:420876ca9b9e7307e513d6092d1aa48fd93ba142963b711a78beb0bb651bbfcf

Observation 6715ea09-403e-4ea5-b2f0-823370371867 · outbound

This paper cites Multimodal transformer distillation for audio- visual synchronization,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Multimodal transformer distillation for audio- visual synchronization,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.984382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.382884Z digest=sha256:83d99e675c7d726f12dd509209fa0b32cb0a66df9d70b029bcfa0c12cf2234b6

Observation 2186c5ec-4dde-4ced-9e64-6293e8ade4f3 · outbound

This paper cites Localizing Audio-Visual Deepfakes via Hierarchical Boundary Modeling.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Localizing Audio-Visual Deepfakes via Hierarchical Boundary Modeling

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.386247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.386247Z digest=sha256:a768556cf5c7154aa9b5d5452209a527e1e255ccb97cfbf894a3d0bd0d8d16d5

Observation 60209873-ca57-4f66-89c5-b20cd3272744 · outbound

This paper cites Attention is all you need,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Attention is all you need,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.390007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.390007Z digest=sha256:0f67c4336374c37b4bb43acd6e5e3328b054d982f8f399c7364bb7a9b0d09dc4

Observation cf58cf55-fc8f-490c-bb8a-4647cc838370 · outbound

This paper cites Auxiliary Tasks in Multi-task Learning.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Auxiliary Tasks in Multi-task Learning

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.393663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.393663Z digest=sha256:c909f3997e5930cff0437963868b89805fd4705ed05702ea79aeaa874864fabd

Observation 82bd2cc0-33b8-4efe-8326-f34e79f39275 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.962015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.397389Z digest=sha256:0a2b4b0c44bce3e6d817c8370d9ac02de48c929300311d0d9f04c9d500cf0ffd

Observation a51bbc2d-3de4-4c10-b1a0-d7c801d8e6a7 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti- spoofing,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.950120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.400983Z digest=sha256:e7049d23f87c6b308ff78ee794e7cd2360bba70549a1969a053944a47838a48a

Observation 141b3f3b-2a0d-4f31-adf9-de7f78de781a · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (version 0.92),

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.937727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.404377Z digest=sha256:fae4c7dfe078efda05ffb404ecf63da8ef04927097671dc7e4d2ccd232ff288d

Observation 3ff5c0c3-9239-48c1-8d17-6271eb9408ce · outbound

This paper cites UniAudio: Towards universal audio gen- eration with large language models,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech UniAudio: Towards universal audio gen- eration with large language models,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.925532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.407794Z digest=sha256:42ba0f5da0a68f9830964d6c3972ba0cfaf08b5e5938150c5ac9143ac2e404bb

Observation fc5aa0c1-469c-4fe7-a310-c6f496955678 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech MaskGCT: Zero-shot text-to-speech with masked generative codec transformer,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.912122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.411320Z digest=sha256:8a44209bf4b4d22c800c83c4c6519e6ab6cc82c42475bf7a109675910cfc328d

Observation 37a90e27-11ea-4b3b-ac8c-8437fd99395d · outbound

This paper cites The impact of silence on speech anti- spoofing,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech The impact of silence on speech anti- spoofing,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.899004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.414684Z digest=sha256:c7eb82c1dbde71709e74a9a42d85ae85cde287e27f0104075421d89307b5e50b

Observation c0ec5f1c-3f38-4e0b-ae21-f2804ee347f6 · outbound

This paper cites The effect of silence and dual-band fusion in anti-spoofing system,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech The effect of silence and dual-band fusion in anti-spoofing system,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.885959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.417974Z digest=sha256:9e59e02e5e04e7f7963cd8731e3dd8946e78e5411a20885ceedc003135098630

Observation b3b05fd7-f063-44df-88cd-45e035271d17 · outbound

This paper cites Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:43:08.502776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.421235Z digest=sha256:28e2b0c133989f9fbba3e27bb7ffab033c276b066a6556ecf2c1b5d93c1a8e81

Observation 919f7080-8ddc-4fbd-ae7a-0cffcd68794a · outbound

This paper cites Dynamic-superb: Towards a dynamic, collabo- rative, and comprehensive instruction-tuning benchmark for speech,.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Dynamic-superb: Towards a dynamic, collabo- rative, and comprehensive instruction-tuning benchmark for speech,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.872285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.424690Z digest=sha256:8478d98bb83381e5706f200462283ea586b51c1624e3c5caf3f069839637abea

Observation 5d5190e6-bdda-4dfd-96b3-c4044af2305b · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Dynamic-SUPERB phase-2: A collaboratively expanding benchmark for measuring the capabilities of spoken language models with 180 tasks,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:43:08.859409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:43:08.428428Z digest=sha256:853182623099f8cb589b2024ff326e5be8d9cd1fec01855f503f38f500d0db37

Observation 4d4e21e9-a9eb-4f1c-b736-8aa2ffa2ec25 · outbound

This paper cites Towards Holistic Evaluation of Large Audio-Language Models: A Comprehensive Survey.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Holistic Evaluation of Large Audio-Language Models: A Comprehensive Survey

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.431748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.431748Z digest=sha256:aab07fe13b93a68eaf0d389cf7860b275e2589d8187a41ca20e2c8ef0157c94f

Observation bab67a9a-cbc5-4ae2-a27f-821dd93357a5 · outbound

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

Towards Generalized Source Tracing for Codec-Based Deepfake Speech A Preliminary Exploration with GPT-4o Voice Mode

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T05:43:08.435473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:43:08.435473Z digest=sha256:d591ffd4607b41e07ace54a2bbaa9950cb87b486303cc8454ae591e944d9460d

Pith citing papers

Observation c46848cf-9b97-42bb-acb2-ea4e4f12d0ed · inbound

Joint Fullband-Subband Modeling for High-Resolution SingFake Detection cites this paper.

Joint Fullband-Subband Modeling for High-Resolution SingFake Detection Towards Generalized Source Tracing for Codec-Based Deepfake Speech

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:30:53.579055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T19:45:22.309413Z digest=sha256:20c44c5cfe0443984bc860705eca04b7bb00f0f1f813e2f78ffc6e6d763cca73

Observation d84ad319-759b-4bb8-a176-388a2154fbee · inbound

HCFD: A Benchmark for Audio Deepfake Detection in Healthcare cites this paper.

HCFD: A Benchmark for Audio Deepfake Detection in Healthcare Towards Generalized Source Tracing for Codec-Based Deepfake Speech

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T11:10:09.897684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T04:52:52.682483Z digest=sha256:5d3d00d5978db2737cae80d4750ed0947bde29835f96299b623ae9aa503a8f18

Observation 2ef949e0-3495-4086-8ecf-75e350ebccb0 · 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 Towards Generalized Source Tracing for Codec-Based Deepfake Speech

Reference 155

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T00:34:47.302626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T00:34:30.978387Z digest=sha256:1e463faa802a65a842d5c5ccf5b7447f9daf17ff39261098e36f0f51aecc07fe

Observation 6c5e34d4-e5c4-454f-8891-e5e62686c251 · inbound

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech cites this paper.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Towards Generalized Source Tracing for Codec-Based Deepfake Speech

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-07-02T20:17:21.995549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T20:43:29.213147Z digest=sha256:27e23da62de695ef5473722707e02e83a27c1297e65ea8821f93f2a3e34ca5aa