Pith. sign in

Paper Citation Record · LEDGER

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark

As of 16 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2508.12438.

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

pith.paper-citation-record.v1
2508.12438 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:24:39.806529Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T22:46:51.954117Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T22:48:38.154699Z

Reference resolution

48 of 48 outbound references displayed

  • verified exact1
  • verified fuzzy32
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c4be775-75c7-4c92-9413-bbc7aace2a3d · outbound

This paper cites https://www.metahuman.com/ en-US?lang=en-US.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark https://www.metahuman.com/ en-US?lang=en-US

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.623548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.583922Z digest=sha256:23c2ef888d6a2ca84aa3b1286ebb0f0adf4b945b2b2fbc24bf71d52f13da9b9d

Observation aa661dc9-8640-4eed-9135-580e7a2cfca4 · outbound

This paper cites GPT-4 Technical Report.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark GPT-4 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.589474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.589474Z digest=sha256:50cb9730f60d5cf1b47fa7697ba621febf77aaf2fb068b36e96c0a64412f9053

Observation 20825932-18cd-4390-8ac8-13eda5feeb96 · outbound

This paper cites Detecting deep-fake videos from phoneme- viseme mismatches.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Detecting deep-fake videos from phoneme- viseme mismatches

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.606013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.594637Z digest=sha256:17573b6d7070c54d535eb45c1458489e3de2590c23070007d0545b7364a3d579

Observation 1d6c3876-0886-4ede-b753-3223ba06207f · outbound

This paper cites Claude 3.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Claude 3

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.586945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.599927Z digest=sha256:28916984046dcf87bd555120354e0b16df7572055a1228a815db0a20f592e048

Observation 2be64196-176d-4fda-8b93-e7cc7b5fba57 · outbound

This paper cites ARKit — apple developer documen- tation.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark ARKit — apple developer documen- tation

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.570524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.604734Z digest=sha256:a65800c591ce844a1778517e99bc8802db75eb048648cc6ea2bcc39734915f1f

Observation 3f61061d-cb80-44f9-90c0-d35ec169e0b2 · outbound

This paper cites Live link face.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Live link face

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.554773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.609601Z digest=sha256:981dcc471a010ec4d4f448a32463d0a566f7ec93fb548f82e0e8977dba32d17d

Observation 374a809f-e7f4-472c-bd72-801913f41794 · outbound

This paper cites A morphable model for the synthesis of 3d faces.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark A morphable model for the synthesis of 3d faces

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.538599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.614458Z digest=sha256:572a7b97686a93368d7d003c03b6a0e1be43ff8304e3f2261760b80e07b09f2a

Observation 5af7178e-41e2-40f2-b517-9bebed230943 · outbound

This paper cites Align your latents: High-resolution video synthesis with la- tent diffusion models.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Align your latents: High-resolution video synthesis with la- tent diffusion models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.619850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.619850Z digest=sha256:7f9d64e0fbccd2e541d90dbb4447e6485ef6d9e1751af6e684cb009dbe74722f

Observation 32018ff8-76c6-45d0-a839-54a197da9292 · outbound

This paper cites an unresolved cited work.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:24:40.513642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.624323Z digest=sha256:d084b8be44684867387cb76f4af71413f0ef565ac2490f2cb2b9b31f96f5c479

Observation 369448eb-595d-4565-adc7-08b15b6c1640 · outbound

This paper cites Lan- guage models are few-shot learners.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Lan- guage models are few-shot learners

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.628970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.628970Z digest=sha256:4d9fa3c5e8abf2896417c93390fbb3221d12006445284640494505fe3473fcee

Observation 52ea2eb7-b419-44ee-91b9-05d35abb1344 · outbound

This paper cites 4dfab: A large scale 4d database for facial ex- pression analysis and biometric applications.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark 4dfab: A large scale 4d database for facial ex- pression analysis and biometric applications

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.485282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.633417Z digest=sha256:a9bc098c85ea8404e408d984a798dd09dda6be1e591d3b1121f2bf90e7e04c39

Observation 0d129c03-26f8-42d9-a373-acca0ff17a53 · outbound

This paper cites A facs valid 3d dynamic action unit database with applications to 3d dynamic morphable facial modeling.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark A facs valid 3d dynamic action unit database with applications to 3d dynamic morphable facial modeling

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.467830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.637973Z digest=sha256:747c1f57f01cda04cf0125e3b24c7be1fde60647d44d65c7c4e663635bec3c52

Observation 02d36d20-d0ad-42ac-9422-e77fc94cd1f1 · outbound

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

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Capture, learning, and synthesis of 3D speaking styles

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.449661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.642685Z digest=sha256:e3634776d5e46383f6c29b47ba9053d9354bce542e2747ff7680a6b1164a4c2b

Observation 3f70d34e-c072-419e-89d8-50ada5c24bdc · outbound

This paper cites 3d morphable face models—past, present, and future.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark 3d morphable face models—past, present, and future

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.647365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.647365Z digest=sha256:6e9cc2e1b5846099f321b12593ef72fcc70f32b0cb26719d8092ba1d38e036d5

Observation e02dee8a-af16-4078-aa2e-67245b602bee · outbound

This paper cites Facial action coding system.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Facial action coding system

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.652048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.652048Z digest=sha256:0f74c3fa5fe4c5903d1b0427067f71aa5f2f3ed71cc21c12944a6da9134ba8d9

Observation 3a6e9e1a-ae54-423b-a784-99f5f21c1066 · outbound

This paper cites Faceformer: Speech-driven 3d facial anima- tion with transformers.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Faceformer: Speech-driven 3d facial anima- tion with transformers

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.411715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.656547Z digest=sha256:c21124363c428f971f1563fc249c30edd15639cbc312d158793426c84a779f05

Observation d5047f57-051e-4470-a494-db03972b66bd · outbound

This paper cites Text-based editing of talking-head video.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Text-based editing of talking-head video

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.393140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.660989Z digest=sha256:e1fdfe9fdf4890b6a70a7b6b0c3ab3284562343f3696eae7369a948834c31299

Observation c9f61106-9ee8-4f94-87ad-71eee781bf28 · outbound

This paper cites Bermano, Gal Chechik, and Daniel Cohen-Or.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Bermano, Gal Chechik, and Daniel Cohen-Or

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.665528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.665528Z digest=sha256:1a5f15982fb1ff349fee6c508e2dac65401abb3be943353fd6998fe1a42e8af5

Observation 693c15f4-163c-411b-819c-9156cd7aa264 · outbound

This paper cites Gemini 2.5 technical overview.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Gemini 2.5 technical overview

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.360075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.669939Z digest=sha256:fe5c59f44f507d41e8cc4d9a8f03e85f2f9c4f2f3debdb205a279446153d9552

Observation ca274bbe-2834-45cf-805b-214549f14e57 · outbound

This paper cites Generating diverse and natural 3d human motions from text.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Generating diverse and natural 3d human motions from text

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.341526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.674309Z digest=sha256:b561f1bef446efd5076695b8934bb24be3d00e72cbb776db7ea1f6fdb822bd8f

Observation caaadfcd-4fdb-4657-81d7-1f515865ee43 · outbound

This paper cites Momask: Generative masked model- ing of 3d human motions.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Momask: Generative masked model- ing of 3d human motions

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.323491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.678659Z digest=sha256:54db5b75d255f7be7f6f065b241eedbf41699d9125fd0e01dd622ab38bc7c521

Observation 36650dbc-11ae-4797-80e2-cc81076f2d10 · outbound

This paper cites Denoising Diffusion Probabilistic Models.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Denoising Diffusion Probabilistic Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.683536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.683536Z digest=sha256:4c741c4cc59fa0ccb8da69f4dfdf43aca2e3f255174cbe0df0f42570c36010d5

Observation e198a876-8840-46ab-a819-5bf594707c08 · outbound

This paper cites Let’s face it: Influence of facial expressions on social presence in collaborative virtual real- ity.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Let’s face it: Influence of facial expressions on social presence in collaborative virtual real- ity

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.302791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.688633Z digest=sha256:a2c7a46005682c089f264b95116ef6cddfb36f9be07ee18d730d1aab8cc8c665

Observation 3622d02a-b49e-4548-98db-65c2a9bb7df1 · outbound

This paper cites Fakeout: Leveraging out-of-domain self- supervision for multi-modal video deepfake detection.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Fakeout: Leveraging out-of-domain self- supervision for multi-modal video deepfake detection

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.284789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.693111Z digest=sha256:2d6460b00ba1483de05f0ea3173c3cb79b9dc01d619a4b8961581ff083d26c77

Observation 4f3087ba-22bf-4398-a0b4-3cce0bc8cb6b · outbound

This paper cites an unresolved cited work.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.697315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.697315Z digest=sha256:1c1af06f1b79a88a81b98f3ed8820fd1bbc925c4808ee095ce6d6fec8d323d2f

Observation 508f0bb2-b890-4859-9322-ed130f62568d · outbound

This paper cites an unresolved cited work.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.701674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.701674Z digest=sha256:89e89e95c5b751ff5146b86ad78aee5cfaa186afe4e93a650cff2e4592a56c0a

Observation 6c6e128e-98dd-475d-a20d-7e3ffe67e123 · outbound

This paper cites Latte: La- tent diffusion transformer for video generation.Transactions on Machine Learning Research, 2025.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Latte: La- tent diffusion transformer for video generation.Transactions on Machine Learning Research, 2025

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.241356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.706102Z digest=sha256:a9fc82133cbd32b2b77ee849d98b7ca7a4a63c908ed89306b8301a921fbfca1e

Observation 00ab718e-1ea1-4db6-b7e7-f25a1590a902 · outbound

This paper cites The uncanny valley.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark The uncanny valley

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.222817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.710371Z digest=sha256:acf8e3afe40661539376ae1cd2c290ee02345b6f6ccebb20668a4153f29c821f

Observation 048d5965-46d0-44b3-b1fa-ac19408d6d66 · outbound

This paper cites Emotalk: Speech-driven emotional disentanglement for 3d face anima- tion.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Emotalk: Speech-driven emotional disentanglement for 3d face anima- tion

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.205493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.714752Z digest=sha256:7b55f61304ba7353f76545dc5ea127e1ffd74f9ca939911edb6a7b4c11a4253e

Observation d4af6ab0-bcc2-494d-9b56-99ef8ace2063 · outbound

This paper cites Principi, S.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Principi, S

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.186090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.719492Z digest=sha256:27da59a9ba2405b6db4ffb83fb3e2dd993a887d8de4459c28392a02ff1749ec9

Observation ed2d99c2-714c-4301-a906-16c0ac07daf0 · outbound

This paper cites Monkey see, monkey do: Harnessing self- attention in motion diffusion for zero-shot motion transfer.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Monkey see, monkey do: Harnessing self- attention in motion diffusion for zero-shot motion transfer

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.169541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.723959Z digest=sha256:e334ca1597649186ba33dcb4107e9b1419add2b525f2efab32fd6214cb39a065

Observation dd9eb7e4-0e5e-4fc6-bd55-839ad66dc8d2 · outbound

This paper cites an unresolved cited work.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:24:40.152003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.728621Z digest=sha256:0340c6f4ef0baf1158a0c60650013bdc411a7a2a009961a1bb243fef3090efcb

Observation 09f52bc3-9065-4615-8a1e-d2c138dcf27b · outbound

This paper cites High-resolution image syn- thesis with latent diffusion models, 2021.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark High-resolution image syn- thesis with latent diffusion models, 2021

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.733210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.733210Z digest=sha256:1a7a3610ad6c04ba61e0bd950d9f2f503ad8e988ae75dcbe7b252f98b72775b7

Observation 2a2a5447-b8ac-459a-9b32-f4ebbe7d813d · outbound

This paper cites Deep image fingerprint: To- wards low budget synthetic image detection and model lin- eage analysis.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Deep image fingerprint: To- wards low budget synthetic image detection and model lin- eage analysis

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.123044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.737637Z digest=sha256:3c196c334411e8d8607141ac0d0ed328005112ce6649eb2d9fea8ee5bf225992

Observation 391a8c41-9ceb-43c3-9aff-263b8722f408 · outbound

This paper cites Consistency Models.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Consistency Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.742030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.742030Z digest=sha256:b856051630c192abfc090585d051969f77baaf5bed3e6238da00871302735abd

Observation 6a83f664-fb3c-468b-9c71-4ff05da3471e · outbound

This paper cites Human motion diffu- sion model.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Human motion diffu- sion model

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.105496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.747272Z digest=sha256:60ea6fb3e490de67babe5b79a1168f7ab0f8234c223bb3d3a3d23ffbe4697387

Observation b42c9264-7cdf-479b-81e9-ea8af356fe63 · outbound

This paper cites Imitator: Personalized speech-driven 3d facial animation.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Imitator: Personalized speech-driven 3d facial animation

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.088867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.752203Z digest=sha256:ec59e80c2542b3123302c136a4ee369740076cf6062549322622bc7bc5456486

Observation 9978eefb-6cd2-49a8-901a-52c3e707682f · outbound

This paper cites Audio2head: Audio-driven one-shot talking-head generation with natural head motion.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Audio2head: Audio-driven one-shot talking-head generation with natural head motion

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.072129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.757222Z digest=sha256:4092e540ca2babdfffb943966cabc01167684566520882bcb47403d55dee9522

Observation 120ddf16-4495-467a-a96d-20ca1e9d0c95 · outbound

This paper cites MMFace4D: A Large-Scale Multi-Modal 4D Face Dataset for Audio-Driven 3D Face Animation.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark MMFace4D: A Large-Scale Multi-Modal 4D Face Dataset for Audio-Driven 3D Face Animation

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-15T17:24:39.873623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.761754Z digest=sha256:7c0edfbdc548b9c49c412d410d491754c6fc0721b1b28b4fb9fcd026b4d3d889

Observation 16d24a38-982a-4ab4-8b33-106b79efc7e5 · outbound

This paper cites Mmhead: Towards fine-grained multi- modal 3d facial animation.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Mmhead: Towards fine-grained multi- modal 3d facial animation

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.053833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.766623Z digest=sha256:9a4b07fde4f335709eb820d7d7ed18f4cc1940c4adf2347d81119cfd133da111

Observation e51d1a18-c180-498f-80e9-05603c01c091 · outbound

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

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Codetalker: Speech-driven 3d facial animation with discrete motion prior

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.771514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.771514Z digest=sha256:80b0329b8aba841a47b6f3e461a633ec2f8195c775baef951075ffd180bc6135

Observation 9c36d58a-4cd8-467e-87f3-3fb8874a7c86 · outbound

This paper cites Iterative text-based editing of talking-heads using neural retargeting.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Iterative text-based editing of talking-heads using neural retargeting

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.026251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.776286Z digest=sha256:347e7a01432f90761f968155c757d796647ef55811a28201f9c0d6d23a4c147d

Observation 934a02f3-fdd7-4834-bb9a-a2574501e0db · outbound

This paper cites Generating holistic 3d human motion from speech.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Generating holistic 3d human motion from speech

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:40.007911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.781815Z digest=sha256:03c7d69ded749a0f94aada4be71569cbceb1777d55fd75e82acb5625e695b179

Observation 43657689-dab9-45c3-aa1f-461a25f744a8 · outbound

This paper cites DREAM-Talk: Diffusion-based Realistic Emotional Audio-driven Method for Single Image Talking Face Generation.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark DREAM-Talk: Diffusion-based Realistic Emotional Audio-driven Method for Single Image Talking Face Generation

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T17:24:39.787022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:24:39.787022Z digest=sha256:d3a8184daea05abcea486dd394f54a80856d00d6ecadb33f86b7c67ceedf32e6

Observation 1f74a76f-1c51-40b0-9141-5a40245a91c5 · outbound

This paper cites Towards ai-driven sign language generation with non- manual markers.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Towards ai-driven sign language generation with non- manual markers

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:39.991830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.792270Z digest=sha256:eb8994966d22df69a9deda6cd5cf3cb918e1aaeb96b68be7c9967fc57fefb51e

Observation 943d152b-292c-43df-bdf8-6763f4395b1a · outbound

This paper cites T2m-gpt: Generating human motion from textual de- scriptions with discrete representations.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark T2m-gpt: Generating human motion from textual de- scriptions with discrete representations

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:39.975332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.797351Z digest=sha256:43f7f249b7b0e341f3dda06c70bac4dd1880cb938630fea2bc9651f7451bdbb0

Observation 3bc1c2b3-e65d-4b42-80ef-112c32500db7 · outbound

This paper cites Cohn, Shaun Cana- van, Michael Reale, Andy Horowitz, and Peng Liu.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Cohn, Shaun Cana- van, Michael Reale, Andy Horowitz, and Peng Liu

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:39.957835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.801831Z digest=sha256:53d2337658bc059a4ffcc27cdae90345c79fc94cd986addd4986af85d3abe290

Observation 994cef7d-fc61-4854-8fb7-8e2a2c7b2d9c · outbound

This paper cites Multimodal spontaneous emotion corpus for human behavior analysis.

Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark Multimodal spontaneous emotion corpus for human behavior analysis

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:24:39.940831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T17:24:39.806529Z digest=sha256:f138692e019b40d8bba69e9a02a8c1bea0c1f645072c28aa233e7ebd9a8d2517

Pith citing papers

Observation e78fe670-2602-45e0-9aea-0113f834cfb4 · inbound

KeyframeFace: Language-Driven Facial Animation via Semantic Keyframes cites this paper.

KeyframeFace: Language-Driven Facial Animation via Semantic Keyframes Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark

Reference 49

Resolution
malformed identifier
arxiv_id, observed 2026-05-16T22:48:38.156882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-16T22:46:51.954117Z digest=sha256:266b7f0df264d330abc52fdaa9d62666f9f4cd86bccfc42bf97ec86413d234ce