Pith. sign in

Paper Citation Record · LEDGER

Towards Generalized Source Tracing for Codec-Based Deepfake Speech

As of 8 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 2026-08-07T06:34:17.273281+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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.246632Z digest=sha256:a03b4dd85c9ad4f8bf19594adab7d90ffa578b106dc4500d2d699bcb906ec451

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.251081Z digest=sha256:42cb1183a5298f94dd58af86412027c7b7417b2fa27d4951dbbe2c4f3dcb51bb

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.255484Z digest=sha256:3b56efb17b02778be0a3906e8ca1e9421885084f37fa601fdc09607811e11ef4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.259679Z digest=sha256:76e6b5208255fedc5c792c563ab89530e9f17b258dd86de3fabb58bf5ff07560

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.263729Z digest=sha256:6ae34bd3a131428dab0e97900b5c9cf24c981608036e161fb7559dce3b682301

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.267627Z digest=sha256:965940c3a3b991987550c5a52abe1e5306a3d31c26cbab501e7cf37f7a272418

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.271694Z digest=sha256:b624777b25103ecbf86755f10e8e065432b57b5ad5dd58a773e8d7a2c8bd62fe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.275287Z digest=sha256:323b2b1c764ab2953b8dc4f55092474a840f496d53ba0914526b9b6c3362b8f4

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:f9d3e1d09cd5e99421d3fa7dbe21a3ac3be5945e47038c74e5026a392b1419f9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.282824Z digest=sha256:7cbd2d02219274e5a5889880cddb1c5298821632109ab2627312bb40553d90a4

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.286491Z digest=sha256:32a22de413e373d83cd606a2db2fc100bd64f2c03838fc7eb35e24fb27400f3e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.289892Z digest=sha256:020c80a318a6c82831ef0c6d26413a3e18e22876b42c6279e72021f0ea793660

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.293297Z digest=sha256:ca215d616977005b88082c61eee23188ecace16dd94c2ed613d1c250861d66b9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.296674Z digest=sha256:342c692079079c5ab299771877316012f488c69f9aeb781acddad806ea07e023

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
unresolved
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=sha256:5025bb91b31eb20c55304d5a3b6a3a2a63c05537a97420fe203cdae59f7a2e1e

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:cdfa80087288dea29add5b4130e1c7dd1a32a1bc67f294805518b1087cb7e748

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

Resolution
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:dc52a9e34cc3d073fe7caf34bc071a0603ba0947a2625fd89586a2ba250fa145

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.311552Z digest=sha256:440950c7fc252717b67ec82fd606a6a1581753f658ba686dffc4a4fb20c28afb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.315601Z digest=sha256:8847ebc6d51e0c86a5b6fb50b94080bfd9f94e1f5b78061655fec24317828dc5

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

Resolution
unresolved
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:d385f5ba297611b8aeafe65fe78e29fcee5813ba2d8283195c4f645ba4c66189

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.322722Z digest=sha256:db293221ad240657e342f8aaf544baced14c0ded8581c0cb19e23ffb273f3b5c

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

Resolution
unresolved
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=sha256:51087a29bda3f9c842ba9d3b1a474df16ad237a1deb29c9f5ea6674aeee089d5

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

Resolution
unresolved
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:bfeec85ec5a8c41dd834805762dddc83a5c6a33f83922316b004edc4e8353d94

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=sha256:9e884baad42363b4e1a527197d06a31348ce69119feb2451fff93c364265d29b

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:f3ab77e9e60f318245736af1604c412145d20c771e82f5ff5decdba1fb0db74c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.341066Z digest=sha256:1d67667062296c26865ca556739d2e4bbfda0435b137172f985df936f97112e8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.344782Z digest=sha256:13e20cff0cdcc2a08ccc6928e10ab718922575c67d8f6deff08ba995713674de

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.348154Z digest=sha256:28c332d387a4984aa9b018eba51af8ad30866393b1f05bb09c4f2a9f5eeed96d

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.351607Z digest=sha256:1c1e936b6547fc5a6c2baf515c960d2b3b626070e41546215799ed0b91bd560e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.355100Z digest=sha256:86ec1d0a968157350ef9d501af6f1800a80e42a9402d17f21f484fcdbb88807c

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:d625a3eb49df4ffcf75740f9520813d813d1e9a2d8b7aa74516c7488da761b58

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.362016Z digest=sha256:ad34ceabcdf280c5538a98dcfee156f92b0786eccee92625ba7c9bef08c5ea2b

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
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=sha256:846b2cc401baca03ee0bb5c16c3b6f0e3b91b58ffcff4fff0a85923b765834a7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.369117Z digest=sha256:d4475350c2295ce214a81b994028543372d5048b348dbcd10cd0d48376eb4386

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.372529Z digest=sha256:3f3543e1204b505a3e63a6ba9ca144fb8cf7cff39be8ab67f8b2c0116c8107f0

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:f4738de572eb6221b9548b29bac473c4069146063fb45faa16b6e424773c31d2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.379433Z digest=sha256:9a88ede943afc16ae2f6003b9c60face0848ddd42105699d427ede6ec4405f2b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.382884Z digest=sha256:46d4f354b36b7cba2fecfaf23a6594d9ff6430f160ec1b5e94ffb815c43db2a6

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=sha256:0988aff272ff06ad7f8635aab24a306547dd70d8eb87c62c6617904bea663bea

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:dbc75e64bcdedd927946b36f7030288ef692e36fd478da5c6f4cfa40a5e9cd82

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:a85dbe1de52a8ecb92bd14d95d395cfd6408d2b45fdad9a482d448c1204137ea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.397389Z digest=sha256:1744fae3b7d906de39361fb92fb35b02509554b1e9cba3eb50a729e60e7386c3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.400983Z digest=sha256:7b34cc20feecfd1b3c7601b69e83a5259b3e6f74db3027f9132af7e975560a59

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.404377Z digest=sha256:4ee063d3338e6989ea21b7850aa9e76d5598673e491bb2eab9ace721b1f2f618

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.407794Z digest=sha256:efdd613a68eb07752f4acbc4f15fc3e1493d855daea2a2d625a20530b3a28239

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.411320Z digest=sha256:5b1be2e993c627de269831495c798e563a4af16e5bbe2dfd63ec1edb498328f2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.414684Z digest=sha256:d7e688c7eee71cc89c51afaeeeacfe2972cdec57921c76fda0634e5ca68cf3d2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.417974Z digest=sha256:8d126a2d20c0a91122d3e125bbe5c7d7288813c52044b36f2e3f61839713788c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.421235Z digest=sha256:1574680e3257f9815b1d5cb4025d717eed110fae05ce2f36921827512e186c8c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.424690Z digest=sha256:0f2a49e0dec64cd3d99b02eedb69decb56f4e2bedd0ad8c465abc816e8cd068e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:43:08.428428Z digest=sha256:4462c061a7e8bc4ce61652b67130c8fa820161abf98a6f8c2d62bc1486bb0738

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=sha256:36b84305a2d4c6c81e066170cba805a15c8a931f8ceaf051c4085f51887e2279

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:d3eb98e42e4a49436a235628e6d65e894f9e168dabc37bf0ab755b4305b88ded

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T19:45:22.309413Z digest=sha256:7c67da8fedfd373a789b6e6d48cddda7993ddb3ee55d0a0c50344bf532f1db1c

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-10T04:52:52.682483Z digest=sha256:35f73a5fc37b8da7f1f7cf76f0bf3801a1924c213a11f76b5537500b58e14c4d

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-10T00:34:30.978387Z digest=sha256:d9cc0494b341b2cc1b909b4f93f2aa5916b92853b9e982b6b5552f2372a83b40

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T20:43:29.213147Z digest=sha256:60b5e23a5a1c9ef991c6ff26ceab57fe2cfbcba84dfa428c3edd2e4b4a3a068f