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Paper Citation Record · LEDGER

Towards Generalized Source Tracing for Codec-Based Deepfake Speech

As of 14 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.246632Z digest=sha256:c6e05ede11db3041fcd9bff824d1b2bff1462f13bac1c098751b8a2216876562

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.251081Z digest=sha256:5d9dbd5711a1ff9fd4cf8d776cef7b16900bf5e373f1df6c4eaba6cb77bfe213

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.255484Z digest=sha256:4ea47d9f9c1360940fe4f6dcbcb04006989ab6a73769f2c5585b60be60ea3100

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.259679Z digest=sha256:0c00ab6434a71df6d380605b795ab3bc40950dfb42e3ab42d6f5f2ec24de25b3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.263729Z digest=sha256:d907bec064cec5219c64a1bed3c34e15590d3a5523208d2bbe86b424078723f0

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.267627Z digest=sha256:86ba2c2d8ca6d7621173b7d782f345515393faffac333c5e7fb4670bc893dfee

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.271694Z digest=sha256:120ad604fbe5897b2cecce3a3da54d19aaf2b61291fd09ae9ea027ce63067873

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.275287Z digest=sha256:df566f366cb411ddbb841ec81510dc0afa919eeef04b8b21ed07de270360f834

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

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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=sha256:762aa827dda9edac90938ec915a02fd548352b83df4f9354bbadf9f40a2a4c50

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.282824Z digest=sha256:3b168aa82a7f6d7808beca7882a7a29c338713d388fb0eea980cb2d7f5c04b66

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.286491Z digest=sha256:5d5001d3c82f608b4cea7e10b354440076cfcf260f5052027987d61eb4b9844d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.289892Z digest=sha256:3e23556001a7c66b8e135d6f677c3cb058fd9152287cac845286f2b7e1018e20

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.293297Z digest=sha256:e5c346393a91949231cbb01c0dff8ed42920a50d36f46062f46adb0cae2cd37a

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.296674Z digest=sha256:ee1f0809249dffcaed3bd55a4aa6ae89edf9b618b78ee1a8c6167f159e81278c

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

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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:e80214a2b04ca7a8dd93ff0032e650f83bd5b7d249ee079c87a21a9234b423f1

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
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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=sha256:8a155d04593697855a565d38e1c07c7c9b59d68b4ae711735269f7a74e90c897

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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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=sha256:72e4dd5c562c4e4533c74e83fbd3607a3c245685cd9daecf17e03f22fab60409

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.311552Z digest=sha256:aa559164003a2f5a9fc0cef2b4ae087abd3f50ed8e26308aa0b9460d043454f0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.315601Z digest=sha256:9da4efe1cde0cf3c4c18ff255f56dab154cf8b4639524455e30af2e8216080fc

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:ae1242ff1ce48a1c27285f40559768a4dc13ab7592e598788f4f48519e2446b1

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
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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.322722Z digest=sha256:bda7334646ce27cefa5a91d54a7590d9698b92ec6ffbadb7923b88136d190982

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=sha256:1195f07c2bd88b91a808b9c098563e3b7cd14fdbbd59264b9dfb96663f865790

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=sha256:822fa303bcc9de94135731800a364fb4cd01c04d4fbe02cd3a5016b8f1581c32

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

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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:a74518aa161859a6ae27788256f9a299c42f4105a833d276cec4d68477246440

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=sha256:57790f43ef0fefefa5bb86508304a56297b988e0e2f6be0b1fe1f54d81734443

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.341066Z digest=sha256:12bab9ed1edb1e22c8d81b594e3810e3c5d4916064580fed4ae44246949e4d1a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.344782Z digest=sha256:23835f25398af0e9fade853a116deade72f8c6fbf8138af288c266582c92653d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.348154Z digest=sha256:ba7552097c6e46ff77769a473a4007233d3e31ff70b56653197f921017863100

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.351607Z digest=sha256:4e332ef4b47a3c48fdbdefdf021c05a783e0cb9785a37197f07f2daa9b9faf75

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
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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.355100Z digest=sha256:429abb7eb49181051a961110da2b4e5b5283ad6453498593299b6fe127af4e44

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

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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:a083507b3a1215777ecc93a8d794bf7b27ee06c10381cb63455b2198ca134a9b

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
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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.362016Z digest=sha256:55bfc20b1c38f3e05ab474d34ca8ba7b472dd46356d9b7e138638adea8f19040

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

Resolution
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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:d4e014b11a8c42139d564263c7608b396da80dcd3f9013d6b4eb9d9df016e84a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.369117Z digest=sha256:30f436a481f2c25d22bd3f32a719c77a0ac96a3a46d1073982faa2a4cca8b339

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.372529Z digest=sha256:f555a1d608ea4ba80ffb927b7bdb5d9cad00d19e605c0f311fcb182a450654d1

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=sha256:711b2be2a65d2ebc43b0bfc7f90ba2cd71a274bd995eb5d280cb6a97322c1810

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.379433Z digest=sha256:b5900bd74001f97cf4f4e174879b384969ea7637fe06b41e46401f867b86f589

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.382884Z digest=sha256:0326a7d2cd3b476532ab99b1f236043324f9f5c85e37ba763e44d22ec2d5dab2

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=sha256:7cf2022abaaad7285ae51c5007d0a24cf3f495f98877c838d54ae54dac533e2a

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=sha256:682ab61c1a35010931badbdec3f9f6d3df1c125f5c0f4f019783b14aa4513279

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=sha256:99f9de21ae57c76679400ce27309df1566942b8e5ea19896ce3184e84e74ac3c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.397389Z digest=sha256:5da88b5703f45ab01b8599152c0d4568076e8b2c2ef7eebab4897d1d11125c25

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.400983Z digest=sha256:a634bf87931480e3bc9d5ff5651ef58ca5065625d08d0afb0b3c9d17f115b208

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.404377Z digest=sha256:6bfe2ba1846345f236e952e0c53f5a6d17321c35c9f304eb5d693c4bd5ff3b97

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.407794Z digest=sha256:249badd1735bf8e4508ead3f33ed0ae91cce86be9755a2892df32258d4b0db3d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.411320Z digest=sha256:9a967321f277849ca693aef447877b79069a840eba0660dcba3e541cd92674a2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.414684Z digest=sha256:50b3500943687a5b1334b1ca4750a1b9015e3a2d0f7eb0ad2beb4ee4aa311bb4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.417974Z digest=sha256:34f36f5c8c7ed69fb289eea65caf1b983e8e3b97208b1fbe2bb9313f438922a5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.421235Z digest=sha256:faa431b419466e7fceab7903225c0baa669b3a42a787a330f72b28de25c68649

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.424690Z digest=sha256:ebda2b4ac03b00dfbdc413e181259be5b5320077d31aaf83e282a47640fff053

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:43:08.428428Z digest=sha256:122c2b405121aaa9cd032d6828e31250aa3456f9eb6d8c8cc50eca3905e69c66

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=sha256:55fe805f5021c1b8952661bda443dcbe86635aa9a990d73d85b332edb19a066b

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=sha256:2492a478a900eeff7e4b75f716bdb5767cabfc8b5478914008f9b427a1d2a0a8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T19:45:22.309413Z digest=sha256:ed5f4d286f4f4b3a9e547c6006ed87bdd21218df0ce2a127bbc190ac4a144e80

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-10T04:52:52.682483Z digest=sha256:bcd66ebdf97d410389cf910caa48ac83bda062c00944a30100d0f8ce95b5cb6b

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-10T00:34:30.978387Z digest=sha256:eb0ece089adc5988357d851f1f0e69b04c78950101c95dfbee8d6c1bbbd3d327

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-27T20:43:29.213147Z digest=sha256:6c32fe89834aa3af90c08e9ec6420e26cd9e4e66a34dcd6e6c17710336eed823