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Paper Citation Record · LEDGER

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks

As of 15 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2509.00561.

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

pith.paper-citation-record.v1
2509.00561 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:35:06.973371Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

  • verified exact7
  • verified fuzzy41
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 27804854-9e9c-40a2-a0dc-268577259b48 · outbound

This paper cites Any-to-many voice conversion with location-relative sequence-to-sequence modeling,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Any-to-many voice conversion with location-relative sequence-to-sequence modeling,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.961825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:00.901093Z digest=sha256:f8a63f0387f35b5572dcc6ac9c33ae8f8852816ccdf838eb75e4ed80f03beda7

Observation a68a4635-4cc9-4cf1-a46b-cd4ad6348205 · outbound

This paper cites Face-driven zero- shot voice conversion with memory-based face-voice alignment,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Face-driven zero- shot voice conversion with memory-based face-voice alignment,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.806833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.001637Z digest=sha256:2b0481fc4cf2aad6a6818463548fd717f46f865d442305093455c9d4b7fc9937

Observation 865df751-4edb-47f8-84d0-4370867574f3 · outbound

This paper cites Antifake: Using adversarial audio to prevent unauthorized speech synthesis,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Antifake: Using adversarial audio to prevent unauthorized speech synthesis,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.687090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.067024Z digest=sha256:441a27c736b83fc27a22a1a1c35d7fc077776e01b72bbb6df4025925cdfaf074

Observation d743fc0f-d45f-4993-b7db-fc4877e761eb · outbound

This paper cites Pmvc: Data augmentation-based prosody modeling for expressive voice conversion,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Pmvc: Data augmentation-based prosody modeling for expressive voice conversion,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.541292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.178662Z digest=sha256:87ee334743133cd4fda52bd66b5b18bdddce9e01b27dd198218268d3b3736907

Observation c567c470-1f75-41ec-adc4-9cf1edae093e · outbound

This paper cites Empathetic speech synthesis and testing for healthcare robots,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Empathetic speech synthesis and testing for healthcare robots,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.417798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.256381Z digest=sha256:59df8f65066a713f657ed1ce5938f76bcb1746308eb151bc3aee15cf562f4541

Observation 1e3e0b16-2f5b-4340-a23a-9ddea6ffc574 · outbound

This paper cites Direct speech-to-speech translation with a sequence-to-sequence model.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Direct speech-to-speech translation with a sequence-to-sequence model

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:01.357158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:01.357158Z digest=sha256:a84186ba653d2b415543637d8cccdfdfc8be789cf4b23d09451bf1dccd11238c

Observation c3729c94-fff1-4ebf-bd0a-54d611b52b4e · outbound

This paper cites Quality of life of patients after total laryngectomy: the struggle against stigmatization and social ex- clusion using speech synthesis,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Quality of life of patients after total laryngectomy: the struggle against stigmatization and social ex- clusion using speech synthesis,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.255425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.396085Z digest=sha256:ed797bfe7d88257fcbf229133ae1b7cf925a3de27ca9b8e79e68597237d3d280

Observation 1d883b7a-5224-45c9-9025-3dc19ce2d5d0 · outbound

This paper cites Overcoming the language barrier with speech translation technology,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Overcoming the language barrier with speech translation technology,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:16.046900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.470542Z digest=sha256:289736b2edbd63b036c6728679c89c9c3e1f0f2150cf49f930c2b2ebc3348844

Observation ab7f624e-de8b-45d8-bc43-f144ff51b652 · outbound

This paper cites Adver- sarial speech for voice privacy protection from personalized speech generation,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Adver- sarial speech for voice privacy protection from personalized speech generation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:15.807844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.608324Z digest=sha256:ab4caebd822a2de8bad3f21c7bcd36966f07e413cc28046daad217fd9b46f865

Observation bc60a99c-f76d-489a-a4d7-1ff95117813e · outbound

This paper cites SongBsAb: A Dual Prevention Approach against Singing Voice Conversion based Illegal Song Covers.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks SongBsAb: A Dual Prevention Approach against Singing Voice Conversion based Illegal Song Covers

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:01.754281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:01.754281Z digest=sha256:2aa0da33028e5da7b5481eb562cc7ae68b1316f55f8bf181d087eca0e923b56e

Observation 74f964eb-a931-415f-8f63-f15b96a40155 · outbound

This paper cites NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:01.874077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:01.874077Z digest=sha256:a8cde80e8f6b9b46480634ec6801181908a5065003d1f310b9fb3bd2f65f0602

Observation 634a1869-98b8-4b97-bab5-99a32a530a62 · outbound

This paper cites Generspeech: Towards style transfer for generalizable out-of-domain text-to-speech,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Generspeech: Towards style transfer for generalizable out-of-domain text-to-speech,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:15.619713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:01.982576Z digest=sha256:d7026d4cc0edd9a8bc8ce96f5c89ccc4e0aaf0419412ff0ecf937dc7e50a7c27

Observation a4a1a4bf-e596-4c13-b17d-126a374fa9b2 · outbound

This paper cites End-to-End Zero-Shot Voice Conversion with Location-Variable Convolutions.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks End-to-End Zero-Shot Voice Conversion with Location-Variable Convolutions

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:35:08.334352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.093285Z digest=sha256:76aed89ae8916a37650cf29e340707f2d8e7bf14f6e6fbe276fe24303f95c766

Observation a5ec7218-27ce-4601-8e2d-9527cd8e42b1 · outbound

This paper cites Fraudsters used ai to mimic ceo’s voice in unusual cybercrime case,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Fraudsters used ai to mimic ceo’s voice in unusual cybercrime case,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:15.400551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.278790Z digest=sha256:12c236e8b412957d1f2f29ea064c8289333f5919485cb4c5b28d8c32db2b709d

Observation 3719ef2a-27e1-4b6b-9b24-03a9d6db47f7 · outbound

This paper cites Protecting your voice from speech synthesis attacks,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Protecting your voice from speech synthesis attacks,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:15.204488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.357588Z digest=sha256:19ccba4f3f3450227cc7a93f2c93423bcb796014ede893a81e0b46d1cb5b842e

Observation edb15507-aa8f-49a8-8715-6707c239b4bc · outbound

This paper cites V oice conversion based on maximum-likelihood estimation of spectral parameter trajectory,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oice conversion based on maximum-likelihood estimation of spectral parameter trajectory,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:14.996996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.418985Z digest=sha256:42568dd47f1e233ed6abd571b2ecd2b66d6e6202d1694a72e5d8653e2e1f4a12

Observation 7be75a43-ee98-4469-ad08-268005c1b970 · outbound

This paper cites Robust processing techniques for voice conversion,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Robust processing techniques for voice conversion,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:14.796536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.471900Z digest=sha256:799ccea34a538f82511967cecf87a5b4cd5b53b562885c2ea12f494ddceacf78

Observation c756487c-25cd-48dd-a064-78fc76a3ccf9 · outbound

This paper cites V oice conversion using deep bidirectional long short-term memory based recurrent neural networks,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oice conversion using deep bidirectional long short-term memory based recurrent neural networks,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:14.590495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.582548Z digest=sha256:df02128065ee505a813b4979376626155cff3c90e5edc64d2e92d4674d710e98

Observation fa912839-a150-448d-8830-a38829d95ff8 · outbound

This paper cites V oice conversion with transformer network,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oice conversion with transformer network,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:14.460469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.725736Z digest=sha256:00e00ea3eb44e82baec4413f6ed52de0ea5375124c4ad86bf40b464f68e7ce42

Observation 67d2146a-3dcf-4c16-941d-03d473cdd817 · outbound

This paper cites V oice conver- sion using partial least squares regression,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oice conver- sion using partial least squares regression,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:14.277379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.866349Z digest=sha256:a81c8969bbd25de6fe4e5d5be4e70777101fd479e5c57fef84797ff6f73db002

Observation 821530be-85de-4de8-8786-6332ec6f3db8 · outbound

This paper cites V oice conversion from non-parallel corpora using variational auto-encoder,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oice conversion from non-parallel corpora using variational auto-encoder,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:14.099790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:02.994794Z digest=sha256:0c457ae61874ecab6699d2abea1ce7bd375518350b72871bfa9ab06598349589

Observation f898e267-9225-4c66-9215-a4d501d5f9fc · outbound

This paper cites One-shot voice conversion by vector quan- tization,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks One-shot voice conversion by vector quan- tization,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:13.927011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.123846Z digest=sha256:2c8edbbf953adb95c695353a524c30ed511e85d1ccd22316da3150cd5b931618

Observation 29c02670-57cf-44e3-91f7-44e260833982 · outbound

This paper cites Non-parallel training in voice conversion using an adaptive restricted boltzmann machine,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Non-parallel training in voice conversion using an adaptive restricted boltzmann machine,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:13.690758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.232194Z digest=sha256:9b88d6a4d5b59254af2c0cfd92b6dd89f51e2e53fd1ac7d58e1bfa64c6be2f40

Observation 9beb8842-7aaf-4f90-af9d-354de317fbd9 · outbound

This paper cites Non-parallel voice conversion using variational autoencoders conditioned by phonetic pos- teriorgrams and d-vectors,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Non-parallel voice conversion using variational autoencoders conditioned by phonetic pos- teriorgrams and d-vectors,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:13.487782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.350002Z digest=sha256:edc3f02c3b3f77d84f3dd8ae6b2d0282e04c5ee8e2f2a288ccdf16dc94c188d4

Observation 17fcd65c-0b06-4d55-a1a6-865a6d5908c8 · outbound

This paper cites Again-vc: A one- shot voice conversion using activation guidance and adaptive instance normalization,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Again-vc: A one- shot voice conversion using activation guidance and adaptive instance normalization,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:13.271106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.467253Z digest=sha256:dce5dfca5eb863df338bfa079218ad9e5633b965d61c6672802ea43c5342eeaa

Observation f005ff6f-529e-42d4-9f08-b3b64c7fee67 · outbound

This paper cites Nvc-net: End-to-end adversarial voice conversion,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Nvc-net: End-to-end adversarial voice conversion,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:13.049287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.602638Z digest=sha256:351993e71aefdf76cae7397d63ef2fe3c1c6a986ef1040e395f4a5f8e642ee6d

Observation 4c9f637c-9439-4798-ad63-024d9b1a3a95 · outbound

This paper cites Lm-vc: Zero-shot voice conversion via speech generation based on language models,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Lm-vc: Zero-shot voice conversion via speech generation based on language models,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:12.864936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.812078Z digest=sha256:dec1ac618c4d9848531796ef59730fc574a6317760df60ef74d3ca2c4a23ddc0

Observation 07cda1d7-ce9f-4385-ae97-fa648abb1f45 · outbound

This paper cites Transfer learning from speaker verification to multispeaker text-to-speech synthesis,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Transfer learning from speaker verification to multispeaker text-to-speech synthesis,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:12.718366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:03.927168Z digest=sha256:0240cafbfd2c6256f6f02983313afae9e219fc756ec4114c438f0678c11df91b

Observation d84f5f34-3278-44ad-8261-ccb0dbc890d0 · outbound

This paper cites Fastspeech: Fast, robust and controllable text to speech,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Fastspeech: Fast, robust and controllable text to speech,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:04.011922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:04.011922Z digest=sha256:9fb79e3b537c91c7a49f8126e8ae69693c29a446ebc74e989b0532a844ddd05d

Observation c67f4af1-3864-44d9-9423-3621934fff82 · outbound

This paper cites Neural text-to-speech adaptation from low quality public recordings,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Neural text-to-speech adaptation from low quality public recordings,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:12.478350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.134337Z digest=sha256:cb3a6306b62daa0db8268cf35778d7bf6ad903491ddaca29448605b2d7e6a4fa

Observation caa4fed2-b6f6-4b3a-bfee-25ed8bfb1ed6 · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:04.280612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:04.280612Z digest=sha256:bda5b47cb76cc6ff4e8dc0f04c3a6bc1f262110a410bf8139ee5b0b0b1c33609

Observation 9a9e0fe4-2852-4543-9632-d3396f4f6d45 · outbound

This paper cites V oid: A fast and light voice liveness detection system,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oid: A fast and light voice liveness detection system,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:12.289123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.374439Z digest=sha256:24f9c6a05eeab0a87e896c8c836b320da2fbb2b5db2e1794ae884084e42954af

Observation 12e25d4b-1572-4aae-9df3-afb609149bb0 · outbound

This paper cites Detecting ai-synthesized speech using bispectral analysis.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Detecting ai-synthesized speech using bispectral analysis

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:12.028697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.433551Z digest=sha256:bc468c0f3eba539494d75d4115eca31788937d84f80f8d04c096b903fc8b9464

Observation 7b4c0657-2f83-4002-8894-87553f49f9d3 · outbound

This paper cites Who are you (i really wanna know)? detecting audio {DeepFakes} through vocal tract reconstruction,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Who are you (i really wanna know)? detecting audio {DeepFakes} through vocal tract reconstruction,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:11.784925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.539265Z digest=sha256:abd00c072face7778cf90f4f2d3b8d519fa856732b99a7a62dd016664152d61a

Observation b25f9637-0742-4c1f-8319-cf6661a2d260 · outbound

This paper cites Detecting Voice Cloning Attacks via Timbre Watermarking.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Detecting Voice Cloning Attacks via Timbre Watermarking

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:04.611485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:04.611485Z digest=sha256:63c06e28cc2a6e6e7ef819713b18eb751c0c628adaf1fa3ac483013198c2fa18

Observation 7b39d6bf-0f3c-4ce2-89b2-4e3d2a525354 · outbound

This paper cites HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:35:08.177520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.731874Z digest=sha256:025323834f3f6018d92448f085cbdc0c14104b5ef6668d8b6f38373f9b3868d8

Observation 5c2053ec-0dd6-4ec4-9a03-7f35fd278384 · outbound

This paper cites Defending your voice: Adversarial attack on voice conversion,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Defending your voice: Adversarial attack on voice conversion,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:11.563644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.848118Z digest=sha256:53bea8248d60d7d98489469d970c505da2a92d774f9e262d30d80e5abcd9d072

Observation 3967871c-7831-4d1c-8e9b-80e803b9e384 · outbound

This paper cites Enkidu: Universal frequential perturbation for real-time audio privacy protection against voice deepfakes,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Enkidu: Universal frequential perturbation for real-time audio privacy protection against voice deepfakes,

Reference 38

Resolution
verified exact
raw_fallback, observed 2026-08-05T13:35:08.040332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:04.976629Z digest=sha256:0d4b67c1ef38b2f9aad7bc4725753c86bc17222a56a80f90e8cbfb9856d01a0e

Observation 36cdcf47-5802-4652-be4e-1b551f17ff81 · outbound

This paper cites V oice guard: Protecting voice privacy with strong and imperceptible adversarial perturbation in the time domain.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks V oice guard: Protecting voice privacy with strong and imperceptible adversarial perturbation in the time domain

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:11.317979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.096850Z digest=sha256:7b30a333afd49dc4d1328e32cc028241595041d23d519c5ef66c80407c91c862

Observation 663cd7fa-a66e-4511-8fcb-f5d4f9978b42 · outbound

This paper cites Active defense against voice conversion through generative adversarial network,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Active defense against voice conversion through generative adversarial network,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:11.065129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.207623Z digest=sha256:388b551b658e8dbc15910ddaf5422a191bf95517fcae2a5d99a3b8d2de12b512

Observation 6ca136de-c169-480c-b6f8-b79003af8cd4 · outbound

This paper cites WaveFuzz: A Clean-Label Poisoning Attack to Protect Your Voice.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks WaveFuzz: A Clean-Label Poisoning Attack to Protect Your Voice

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:35:07.697684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.327401Z digest=sha256:745e94e21be80e5aa4c94f2bb08842e19e69b628f520017297950f528ae4e8cc

Observation f5eccf13-cc85-472a-ab34-2d4ec80029cc · outbound

This paper cites https://www.bbc.com/news/technology-60780142,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks https://www.bbc.com/news/technology-60780142,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:10.765319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.422111Z digest=sha256:e68806c9c926d7a86375b5069d7eda28c4d62532a1057a0317a2a22d515a3de6

Observation 112ffa83-12cb-41d0-ada0-3909f808f82e · outbound

This paper cites Privacy-preserving and Privacy-attacking Approaches for Speech and Audio -- A Survey.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Privacy-preserving and Privacy-attacking Approaches for Speech and Audio -- A Survey

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:35:07.492065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.497799Z digest=sha256:03fc6408b3354ae4d9e0019824d7300eeea4249a4be9238964bdf28dcf50b3b4

Observation 7de4ce88-3c75-42f0-a8c6-cfa5ee161674 · outbound

This paper cites Personal voice assistant security and pri- vacy—a survey,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Personal voice assistant security and pri- vacy—a survey,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:10.461737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.613549Z digest=sha256:e05460e5bd900d0cd72ffbc61deee961e53a0019682ff86eb71eb0a290464904

Observation 5ad00950-94a8-47d8-9f0c-f4ff227c219a · outbound

This paper cites Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:10.221375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.729851Z digest=sha256:4937628f84bb13f8ce54ad563b85b04ccc35c06b1b50bf1488bf3765ba10bbea

Observation 0ed5bf4c-67c5-447e-abef-55114ae017a4 · outbound

This paper cites Glow-tts: A generative flow for text-to-speech via monotonic alignment search,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Glow-tts: A generative flow for text-to-speech via monotonic alignment search,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:05.851154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:05.851154Z digest=sha256:1790e82933fd92c59114421209fc3cd63b5273cbb9346e1af281fa090a1d28fd

Observation 5e899f88-9872-4874-b874-e661cdffd3f3 · outbound

This paper cites Tacotron: Towards end-to-end speech synthesis,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Tacotron: Towards end-to-end speech synthesis,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:09.953356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:05.929475Z digest=sha256:e7e4a964f6187a2d9c2848f6c8d55da9a2624d08d7aa547e09a0107ceb638fee

Observation ca7e5cee-816a-4624-bd05-438c1f66915e · outbound

This paper cites Boosting adversarial transferability by achieving flat local maxima,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Boosting adversarial transferability by achieving flat local maxima,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:09.702599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.027313Z digest=sha256:eaff07897381aa3eddc7671143728b701e83cd5f38b8066fb21e29e9f872d988

Observation 2e7895eb-d9e5-451f-bc6e-60778cfacff7 · outbound

This paper cites Librispeech: an asr corpus based on public domain audio books,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Librispeech: an asr corpus based on public domain audio books,

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:06.086284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:06.086284Z digest=sha256:590ebd16ce91a4cbf0d622024c58379bc703dc1819b5ca99bb7c7d1840d17339

Observation 9b07244d-f2ec-4073-aab3-026620e102e1 · outbound

This paper cites VoxCeleb: a large-scale speaker identification dataset.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks VoxCeleb: a large-scale speaker identification dataset

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:06.215738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:06.215738Z digest=sha256:b97364c7e123f62e828317874f42f0446b8c4cf2689359f7cef2af0e8dcb6d5f

Observation 73dcddd4-5945-458d-a079-c37a59cab544 · outbound

This paper cites https://github.com/coqui-ai/tts,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks https://github.com/coqui-ai/tts,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:09.467999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.286535Z digest=sha256:8b2975b88a51483bda08a4f061168ff1fd1c0bb35784d19d24fe69bb19ad8047

Observation 3c539e35-1fa9-40fa-a95f-2e9c7f6e57ab · outbound

This paper cites Zero-Shot Long-Form Voice Cloning with Dynamic Convolution Attention.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Zero-Shot Long-Form Voice Cloning with Dynamic Convolution Attention

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:35:07.330941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.355783Z digest=sha256:eef93895a7d89d14cf5028e8a4e1861021c0382993a0d0ff26adb65e585e2b9f

Observation f5ee70f6-27b2-4e98-ba88-c26600c023bc · outbound

This paper cites SpeedySpeech: Efficient Neural Speech Synthesis.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks SpeedySpeech: Efficient Neural Speech Synthesis

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:35:07.152077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.412399Z digest=sha256:e78587b5ea0a380dad65da8ec06ab4edf8e4ad9f245db2e9ceb484bfed9cb271

Observation 00e993f5-eb35-4246-8a93-0805a7a23582 · outbound

This paper cites Natural tts synthesis by conditioning wavenet on mel spectrogram predictions,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Natural tts synthesis by conditioning wavenet on mel spectrogram predictions,

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:06.495975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:06.495975Z digest=sha256:a8e3181c8b606d5b71a0645fc1b8f8a40b6d78b2c7c002d485dc16dad15c3a0a

Observation c7d9c461-0d08-498f-b0de-61e5716b9f42 · outbound

This paper cites Speech- brain: A general-purpose speech toolkit,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks Speech- brain: A general-purpose speech toolkit,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:09.191711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.581021Z digest=sha256:e5465c76dd95c39ad3f2b89b541326e8f0d49234ca6713b3b49a8948aaa229e7

Observation dfa9b7a1-3ea5-4a20-86e5-f3df4685ac86 · outbound

This paper cites https://github.com/speechbrain/speechbrain,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks https://github.com/speechbrain/speechbrain,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:08.958274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.718398Z digest=sha256:bbf3787b947329c8df8bbd30f202e6c390c7295bb7f1404bbff7fe0147699b75

Observation 1ce33aae-313a-404b-a193-d5144b6598ce · outbound

This paper cites 3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and Diarization.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks 3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and Diarization

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T13:35:06.838387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:35:06.838387Z digest=sha256:1e8cbf7458da556f3d2e408f8ac441f6233f70e2b65828e7059babd51faca090

Observation 1aeaf627-1e6e-4a6a-9c8f-33df1b80a6b4 · outbound

This paper cites https://github.com/modelscope/3d-speaker,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks https://github.com/modelscope/3d-speaker,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:08.764982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.917849Z digest=sha256:8d1029405baa6f1f6e4f51eb109caeac2ebd861ad7d85ae5314e710374592155

Observation e1b074ce-b8d8-4df7-8a80-7af0efb3503a · outbound

This paper cites https://openai.com/index/whisper/,.

FreeTalk:A plug-and-play and black-box defense against speech synthesis attacks https://openai.com/index/whisper/,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:35:08.578320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T13:35:06.973371Z digest=sha256:2db2d0002c8b22400e6873be4792489a1bae09bdefb878b814cedae06fc4fcdc

Pith citing papers

No inbound Pith citation observations are available.