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Paper Citation Record · LEDGER

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation

As of 23 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2507.20568.

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

pith.paper-citation-record.v1
2507.20568 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:45:35.630510Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:45:35.485977Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:45:35.776294Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact0
  • verified fuzzy25
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7300e3d-3c19-4e37-be91-70c578710184 · outbound

This paper cites Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation

Reference 1

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metadata mismatch
local_arxiv, observed 2026-08-15T17:45:35.783472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation db2fb6d1-8225-4060-bed0-ef4f8476012b · outbound

This paper cites an unresolved cited work.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Unresolved cited work

Reference 2

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 047c2a33-7b04-4828-84de-1b5fc666d10f · outbound

This paper cites #$%ℒ!"#$%→𝓛𝒑𝒄GTCodeTalkerℒ!.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation #$%ℒ!"#$%→𝓛𝒑𝒄GTCodeTalkerℒ!

Reference 3

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.496691Z digest=sha256:06398bb758c946ec8a615aa86085c6d964a3558130b05240a0e5545aee0f61a6

Observation 956cd412-625a-4618-b331-a7ab6d662c36 · outbound

This paper cites an unresolved cited work.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Unresolved cited work

Reference 4

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unresolved
raw_fallback, observed 2026-08-15T17:45:36.181886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 8aae4533-9797-4bc7-8470-d309a64cff60 · outbound

This paper cites an unresolved cited work.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.167531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.511020Z digest=sha256:bbe0d697ab313fba2d9f5791be886f81202b9ea2bf461657e8c0df93566efbcd

Observation c4a617cb-e7ca-41d0-a549-7fc0b4409cc1 · outbound

This paper cites Exploring phonetic context-aware lip-sync for talking face generation,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Exploring phonetic context-aware lip-sync for talking face generation,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.083697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.539133Z digest=sha256:071aeb3b14b9397d297f0b77e45b3dbc60b90294af62bc102c2013dc8e25818e

Observation abcdf14f-23d5-4c66-8e62-afbe2713349c · outbound

This paper cites Synthesizing obama: learning lip sync from audio,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Synthesizing obama: learning lip sync from audio,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.153001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.515693Z digest=sha256:015fa8c7389fe14560920f36cdd9735e0344f02a87082acfdbff4305e14fe892

Observation 281d1bb8-dc16-4d0c-988a-0ec96439fb6c · outbound

This paper cites Deep video portraits,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Deep video portraits,

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.520317Z digest=sha256:e94a4266fbb6da37ad75fa6848db132881800ce25a654e22dab1ba42bb1241d9

Observation 3d569118-45f7-47f4-8e0e-9c4fded09d18 · outbound

This paper cites Analyzing visible articulatory movements in speech production for speech-driven 3d facial an- imation,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Analyzing visible articulatory movements in speech production for speech-driven 3d facial an- imation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.124024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.524948Z digest=sha256:063dcbf967c321b3d40ca26040d771e60d330065e3ac75412037f78d70eddfcb

Observation 38f8da23-4427-4472-b12c-df362411b339 · outbound

This paper cites Enhancing speech-driven 3d facial animation with audio-visual guidance from lip reading expert,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Enhancing speech-driven 3d facial animation with audio-visual guidance from lip reading expert,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.109965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.530146Z digest=sha256:409352270245385f68f377c1b6a2847de7f889c3bdb1d8f3904d1e2bef894722

Observation 647d4152-b926-4f56-ae51-284aae3cbd8a · outbound

This paper cites Facial anima- tion based on context-dependent visemes,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Facial anima- tion based on context-dependent visemes,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.096812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.534585Z digest=sha256:f0d53327f378862adf24f6135a858d53bc0c23f89e96acc6c0232889bf9819c4

Observation 6b77d196-78f9-45de-88fc-2b1a280cf131 · outbound

This paper cites Unitalker: Scaling up audio-driven 3d facial animation through a unified model,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Unitalker: Scaling up audio-driven 3d facial animation through a unified model,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.008142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.566477Z digest=sha256:f521b8ffe437bf133e78b647198ae620678e59fef9c9abd88e6ca2ce88de9e6e

Observation 97cedecc-4e53-468d-923f-c89c565b91fa · outbound

This paper cites Lip read- ing sentences in the wild,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Lip read- ing sentences in the wild,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.069176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.544036Z digest=sha256:a79c3c78edec8d2a0e4cd679f4cd01a2fdfad68cf87817b6b02f296ca371323b

Observation 51ae8322-fe94-462d-9e41-9390c7981a42 · outbound

This paper cites Deep audio-visual speech recognition,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Deep audio-visual speech recognition,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.054399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.548644Z digest=sha256:cda0efe8a4b078171ade44b4d110f8cd3bb530211b847ec00b8870ffb6244d1d

Observation f361292e-702a-46cd-9196-c630f5a5199a · outbound

This paper cites an unresolved cited work.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.196634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.501654Z digest=sha256:f0dcc7cc60622ed79ffbc59351be53f6de479e298d74a1ce8d0628817ef9178a

Observation f29a4a06-2f51-48da-b39f-00694507d7d1 · outbound

This paper cites Probabilistic speech-driven 3d facial motion synthe- sis: New benchmarks methods and applications,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Probabilistic speech-driven 3d facial motion synthe- sis: New benchmarks methods and applications,

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.553252Z digest=sha256:c8688236117b8352ef9b43a07f7a068cab34957a7cbec4c1791b82673121116c

Observation 570587a7-fb89-49c8-92ea-4cb9a0163987 · outbound

This paper cites Speech-driven 3D face animation with composite and regional facial movements,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Speech-driven 3D face animation with composite and regional facial movements,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:35.557461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:35.557461Z digest=sha256:dc55a921377a02f5f2a9ae52337b90329a162149bf1513bfd4b1a7c38aad477e

Observation a8239471-f431-49e6-b46e-6fb96b681880 · outbound

This paper cites Facetalk: Audio- driven motion diffusion for neural parametric head models,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Facetalk: Audio- driven motion diffusion for neural parametric head models,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.023731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.561971Z digest=sha256:364227e3a2c7a3d5f930d290f4a058e1f1f5ad355b680c14ed40a8c8c08d8d00

Observation 008b8ba6-1138-4f11-a6b8-456525349d6f · outbound

This paper cites Imitator: Personalized speech-driven 3d facial an- imation,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Imitator: Personalized speech-driven 3d facial an- imation,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.993664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.570812Z digest=sha256:b498ad7e2efb8b7cff74ad54faacbc92ea9f933841b8d95d8c92a2220b2f319f

Observation 11a8720e-2c32-4f60-ae48-7f824516bb18 · outbound

This paper cites Diffposetalk: Speech-driven stylistic 3d facial animation and head pose generation via diffusion models,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Diffposetalk: Speech-driven stylistic 3d facial animation and head pose generation via diffusion models,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.978204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.575188Z digest=sha256:7ac3df3fbccfbba179ff36c0b03cfd319f7fce2bc64a26710afcb4589dd52596

Observation f8ffe7a1-0ade-434b-8332-8fa83d621e30 · outbound

This paper cites Capture, learning, and synthesis of 3D speaking styles,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Capture, learning, and synthesis of 3D speaking styles,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.962723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.580064Z digest=sha256:ae8a1e85fa735fd5624e7385eafaeee835f569a281e85cc1a1e234e22af01d14

Observation 9837ac46-e866-4b39-85ff-4b4e2d54f90e · outbound

This paper cites Faceformer: Speech-driven 3d facial animation with transformers,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Faceformer: Speech-driven 3d facial animation with transformers,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.947700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.584596Z digest=sha256:e09c4634c3b9f12895bf80958bde407ff231903ca2a2f2f787cdd669d0abe42b

Observation d749cc8e-29d3-4700-9848-e6198ace2169 · outbound

This paper cites Codetalker: Speech-driven 3d facial animation with discrete mo- tion prior,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Codetalker: Speech-driven 3d facial animation with discrete mo- tion prior,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.933005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.588904Z digest=sha256:299acddf9bf0dc0f8c12a170548a80f2eeea6c38150a896a58818ff7564941c4

Observation ce76801b-a5ab-4bac-9abd-b4ce16aae40e · outbound

This paper cites Selftalk: A self-supervised commutative training dia- gram to comprehend 3d talking faces,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Selftalk: A self-supervised commutative training dia- gram to comprehend 3d talking faces,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.918032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.593483Z digest=sha256:4c79b1a1b0db7e72994ee6eb611c47aa43333cac0e79fc1bfaed1ad04efd8224

Observation 7be29f90-dbe6-4bf6-ab14-5e51943c703a · outbound

This paper cites Scantalk: 3d talking heads from unregistered scans,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Scantalk: 3d talking heads from unregistered scans,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.902652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.597893Z digest=sha256:c28f4172541d427ea2212ba0c741f8abc44bb6aaa42e5340889f2ddb5045bcd6

Observation 981113a7-8324-417f-83c8-7adc892fed3f · outbound

This paper cites A 3-d audio-visual corpus of affective communication,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation A 3-d audio-visual corpus of affective communication,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.886180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.602287Z digest=sha256:3e34809e7ded7fa54388172ee430067e0d59415afd34cd27fbbcfe014c7d4559

Observation 2de44def-1030-4529-829a-76b9f29a463b · outbound

This paper cites Multiface: A Dataset for Neural Face Rendering.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Multiface: A Dataset for Neural Face Rendering

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:35.606701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:35.606701Z digest=sha256:236b0a92aa0f37bdd63414249d9845bcd3f9cc14a4e1f751a4751cb6ebf22c13

Observation e815e14c-2df2-429b-b0a4-7afae147e3ae · outbound

This paper cites Lipreading using temporal convolutional networks,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Lipreading using temporal convolutional networks,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.870903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.610868Z digest=sha256:6ab60e04042cba2bcf10bbcd2f12449fed2c2f106ce15eb4b36c104b35067286

Observation 6b751b62-ce00-4e3f-acde-d95e31bd34c1 · outbound

This paper cites Masked lip-sync prediction by audio-visual contextual exploitation in transformers,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Masked lip-sync prediction by audio-visual contextual exploitation in transformers,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.855570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.614971Z digest=sha256:f31465468ff4f769044991a9adea428a190a587ee6fa0e90b2f978e54c27c7c6

Observation 1d6bdaf6-a479-48d3-b251-a2e305e04489 · outbound

This paper cites Modeformer: Modality- preserving embedding for audio-video synchronization using transformers,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Modeformer: Modality- preserving embedding for audio-video synchronization using transformers,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.840070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.618807Z digest=sha256:8273cfefc7b0e46ab5323a8f87b25cc71fcbb29e21bf7d1705a2defe67ff9dcc

Observation 61cc1179-f847-495c-b8c2-d11433c891a7 · outbound

This paper cites Learning a model of facial shape and expression from 4d scans,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Learning a model of facial shape and expression from 4d scans,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.824951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.622850Z digest=sha256:1f23ebb1eed76da204a9a38c9de1555d676ad5714100be38fab124f39e897c4c

Observation b39e061b-615b-45f9-8098-3dfd57a84051 · outbound

This paper cites Toward accurate dynamic time warping in linear time and space,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Toward accurate dynamic time warping in linear time and space,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:35.626840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:35.626840Z digest=sha256:26da81bc6c5c243ab4833dfb07eee06ddbff1eb084612f66049c9f7ab8b34023

Observation 55323e5f-53f6-4a8d-955a-c9d874e33566 · outbound

This paper cites Meshtalk: 3D face animation from speech using cross-modality disentanglement,.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Meshtalk: 3D face animation from speech using cross-modality disentanglement,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:35.799699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.630510Z digest=sha256:604680269f6dc55d7ae2785e9bad7492c1de529773be65624ef14d2e68182aed

Pith citing papers

Observation d7300e3d-3c19-4e37-be91-70c578710184 · inbound

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation cites this paper.

Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation Learning Phonetic Context-Dependent Viseme for Enhancing Speech-Driven 3D Facial Animation

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T17:45:35.783472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:35.485977Z digest=sha256:84d17c52f75a946b2b03cdf37d89def8925d68b30ee1b0306f845d3d45b70a1b