Paper Citation Record · LEDGER

Speech Watermarking with Discrete Intermediate Representations

As of 22 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2412.13917.

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

pith.paper-citation-record.v1
2412.13917 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:44:57.409305Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

24 of 24 outbound references displayed

verified exact0
verified fuzzy8
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69cf036f-fafa-453f-9306-bec25ba9150f · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.940227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 08f47725-56d2-4dd8-8ad8-55ed7ab0b3e7 · outbound

This paper cites 2023a), we successfully implement their algorithm and achieve comparable results of their paper.

Speech Watermarking with Discrete Intermediate Representations 2023a), we successfully implement their algorithm and achieve comparable results of their paper

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.921253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation af254772-00ed-4e9b-b298-fe2d4aede4a1 · outbound

This paper cites But we do not use the contrastive loss in CVQ-V AE to encourage code sparsity, which will affect the performance of our watermark detection.

Speech Watermarking with Discrete Intermediate Representations But we do not use the contrastive loss in CVQ-V AE to encourage code sparsity, which will affect the performance of our watermark detection

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.968708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ed8f952d-a5b9-4b28-87c2-3b3976b51362 · outbound

This paper cites 2023), we use its official im- plementation and pre-trained parameters.

Speech Watermarking with Discrete Intermediate Representations 2023), we use its official im- plementation and pre-trained parameters

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.886651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b5db92e7-9ed4-4b36-be6f-ccd32364f1b4 · outbound

This paper cites 2023), we successfully repro- duce their model and achieve comparable results of their paper.

Speech Watermarking with Discrete Intermediate Representations 2023), we successfully repro- duce their model and achieve comparable results of their paper

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.864334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1d74195a-5f5f-4af6-8140-45e8482036aa · outbound

This paper cites 2023b), we use the 30 BPS version of their pre-trained model.

Speech Watermarking with Discrete Intermediate Representations 2023b), we use the 30 BPS version of their pre-trained model

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.904428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ae452dc4-2584-408e-b295-8a7f3557f91d · outbound

This paper cites Additionally, we also evaluate our method under the follow- ing distortions.

Speech Watermarking with Discrete Intermediate Representations Additionally, we also evaluate our method under the follow- ing distortions

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.708555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 16886a62-f5dc-407a-80f3-264fc1258995 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.840305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f1c2c6c2-078e-4eea-bb98-9e319934c8e3 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.820251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 26c2039c-1664-4b8e-995f-421504a32552 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.797517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation de942c79-1ca4-4711-926e-52af3013e79a · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.775021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1301e723-0a9f-470b-8baf-19893e96b679 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.751142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3daea777-d02c-4c81-8572-24702b402a43 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.727671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9caa199-8a8a-4474-9da6-3c4c3205c35b · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.689200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7e17c1a3-64c6-4f29-900e-12c699c2f876 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.668938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 05a11da1-1798-4853-8017-993ee3fa519b · outbound

This paper cites The noise amplitude ratio is set to 0.1.

Speech Watermarking with Discrete Intermediate Representations The noise amplitude ratio is set to 0.1

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.645401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation baad5563-6b02-4b62-9918-a9d7cf29fc06 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.622423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5e432b8e-6206-474e-8281-fa9cb999ff3e · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.600627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6c948a4e-dde2-49a5-bd5b-6647e9cf15a9 · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.580232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 06356d1f-b5e6-4ef7-941e-a6c75945b54b · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.560134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 394f08b4-39f0-4386-b001-ab2656c8ef9d · outbound

This paper cites an unresolved cited work.

Speech Watermarking with Discrete Intermediate Representations Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:44:57.534964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bf337f45-3c70-4279-8db4-61098cbc7d21 · outbound

This paper cites Ours-spectrogram.

Speech Watermarking with Discrete Intermediate Representations Ours-spectrogram

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:44:57.513366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bd427a1c-693f-42af-b43f-14463a3e3cd5 · outbound

This paper cites Voicebox: Text-Guided Multilingual Universal Speech Generation at Scale.

Speech Watermarking with Discrete Intermediate Representations Voicebox: Text-Guided Multilingual Universal Speech Generation at Scale

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T12:44:57.241106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb563283-0c31-43e5-9065-6721c58c753a · outbound

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

Speech Watermarking with Discrete Intermediate Representations Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 6373

Resolution: unresolved; no resolver link, observed 2026-08-11T12:44:57.248866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.