Paper Citation Record · LEDGER

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation

As of 21 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2412.04000.

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

pith.paper-citation-record.v1
2412.04000 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:56:37.923184Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T05:49:15.734418Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T05:50:40.230857Z

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy31
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3aa083e6-4d2e-47a9-b816-deb52fa40c94 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation wav2vec 2.0: A framework for self-supervised learning of speech representations

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.234204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 091ba906-27d9-4350-a6b5-1d5f400b42ab · outbound

This paper cites GaussianTalker: Real-Time High-Fidelity Talking Head Synthesis with Audio-Driven 3D Gaussian Splatting.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation GaussianTalker: Real-Time High-Fidelity Talking Head Synthesis with Audio-Driven 3D Gaussian Splatting

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:37.822966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78974796-cca8-41df-bdd9-dd699c48cdda · outbound

This paper cites Out of time: auto- mated lip sync in the wild.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Out of time: auto- mated lip sync in the wild

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.225807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c86f51b3-3ab9-4a23-8856-763ca8b2191a · outbound

This paper cites Generative adversarial nets.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Generative adversarial nets

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.217522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fa9af13a-1f38-40eb-849b-9cea89625792 · outbound

This paper cites Ad-nerf: Audio driven neural ra- diance fields for talking head synthesis.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Ad-nerf: Audio driven neural ra- diance fields for talking head synthesis

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.209415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b3a96426-e34f-48bc-8c49-b342f302fe8f · outbound

This paper cites Classifier-free diffusion guidance.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Classifier-free diffusion guidance

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.200626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4c8d9176-e5e8-4437-bf21-7a367b16b1c1 · outbound

This paper cites Classifier-free diffusion guidance.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Classifier-free diffusion guidance

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.192147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b4ace09e-40bc-424d-ae9c-059da88b7fbf · outbound

This paper cites Denoising diffu- sion probabilistic models.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Denoising diffu- sion probabilistic models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.183671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0e60464b-d5f4-4e56-9fce-d352111803aa · outbound

This paper cites Cross-identity motion transfer for arbitrary objects through pose-attentive video reassembling.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Cross-identity motion transfer for arbitrary objects through pose-attentive video reassembling

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.175156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4ede256f-f6a2-44b9-92d0-47e460de8b4a · outbound

This paper cites Auto-encoding variational bayes.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Auto-encoding variational bayes

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.166565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 46e9d11b-c793-4d70-945e-c913fea231c5 · outbound

This paper cites Neural human performer: Learning generalizable ra- diance fields for human performance rendering.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Neural human performer: Learning generalizable ra- diance fields for human performance rendering

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.157551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8834c76f-de8d-4a6a-a5bb-6425c9befbb8 · outbound

This paper cites Expressive talking head generation with granular audio-visual control.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Expressive talking head generation with granular audio-visual control

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.148033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 36ab4432-8d87-40c6-a3a0-027a6231e474 · outbound

This paper cites Semantic-aware implicit neural audio- driven video portrait generation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Semantic-aware implicit neural audio- driven video portrait generation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.139368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9437722e-c063-45be-81b6-276bb5f87f0e · outbound

This paper cites Scalable diffusion mod- els with transformers.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Scalable diffusion mod- els with transformers

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.130513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7e093641-6cb1-45bd-9b3c-ed3561df91db · outbound

This paper cites A lip sync expert is all you need for speech to lip generation in the wild.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation A lip sync expert is all you need for speech to lip generation in the wild

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.121792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 06b1c74f-0ab0-4e5b-9c8b-93e1097f0e16 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation High-resolution image synthesis with latent diffusion models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.113142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5fc231e7-2084-4b5a-ba31-dbbeff8618e0 · outbound

This paper cites Relightable gaussian codec avatars.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Relightable gaussian codec avatars

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:37.870016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ad3ba03-bcc5-4ef7-9f99-dd542ae403a7 · outbound

This paper cites Difftalk: Crafting diffusion models for generalized audio-driven portraits animation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Difftalk: Crafting diffusion models for generalized audio-driven portraits animation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.100297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0a64fdc1-e04d-4410-a0b0-90de685840c4 · outbound

This paper cites First order motion model for im- age animation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation First order motion model for im- age animation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.092029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 782ed79e-c29c-4cc6-8df4-49676a580c83 · outbound

This paper cites Animating arbitrary objects via deep motion transfer.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Animating arbitrary objects via deep motion transfer

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.083959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 07ca2891-f80c-4609-8908-e3288c98a99d · outbound

This paper cites Motion representations for artic- ulated animation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Motion representations for artic- ulated animation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.075917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e9412581-ef5d-4f26-a2e5-32e8a1d516f2 · outbound

This paper cites Diffused heads: Diffusion models beat gans on talking-face genera- tion.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Diffused heads: Diffusion models beat gans on talking-face genera- tion

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.067559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8ac202cb-25e8-45fe-ad1f-c09749ba7a37 · outbound

This paper cites A-nerf: Articulated neural radiance fields for learn- ing human shape, appearance, and pose.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation A-nerf: Articulated neural radiance fields for learn- ing human shape, appearance, and pose

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.059197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 591c00d3-6347-4016-a473-159aeb1bdb68 · outbound

This paper cites Real-time Neural Radiance Talking Portrait Synthesis via Audio-spatial Decomposition.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Real-time Neural Radiance Talking Portrait Synthesis via Audio-spatial Decomposition

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:37.890561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0dbf02e-871c-400e-a97a-4a17bf030e5b · outbound

This paper cites To- wards real-world blind face restoration with generative facial 10 prior.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation To- wards real-world blind face restoration with generative facial 10 prior

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.050210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 78a408e0-b0b3-4952-af21-d6d12933e5b5 · outbound

This paper cites Latent image animator: Learning to animate im- ages via latent space navigation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Latent image animator: Learning to animate im- ages via latent space navigation

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.041470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4c6f8ae8-a1dc-4bed-ab43-503ab91a9a37 · outbound

This paper cites AniPortrait: Audio-Driven Synthesis of Photorealistic Portrait Animation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation AniPortrait: Audio-Driven Synthesis of Photorealistic Portrait Animation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:37.899547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ddaf46a-a97b-4975-896c-cbc0c680587d · outbound

This paper cites Deep 3d portrait from a single image.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Deep 3d portrait from a single image

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.033066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cd05079b-8afd-4829-b235-322147cd3f56 · outbound

This paper cites Geneface: Generalized and high-fidelity audio-driven 3d talking face synthesis.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Geneface: Generalized and high-fidelity audio-driven 3d talking face synthesis

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.024435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 41f48f1a-931e-4c09-8c69-2f49e0d97505 · outbound

This paper cites Real3d-portrait: One-shot realistic 3d talk- ing portrait synthesis.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Real3d-portrait: One-shot realistic 3d talk- ing portrait synthesis

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.015415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bfdef39d-5b28-4d75-b964-5100000e94d6 · outbound

This paper cites CelebV-Text: A large-scale facial text-video dataset.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation CelebV-Text: A large-scale facial text-video dataset

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:38.006201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 300a07d9-5620-4fa4-a776-2a1c61cc206a · outbound

This paper cites Flow-guided one-shot talking face generation with a high-resolution audio-visual dataset.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Flow-guided one-shot talking face generation with a high-resolution audio-visual dataset

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:37.997443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c210d77b-c829-4c75-99d4-0106f94670f9 · outbound

This paper cites Identity- preserving talking face generation with landmark and ap- pearance priors.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Identity- preserving talking face generation with landmark and ap- pearance priors

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:37.988353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d0806a75-1cf7-49a6-b2c5-e5cd64d4fd8f · outbound

This paper cites Pose-controllable talking face generation by implicitly modularized audio-visual rep- resentation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Pose-controllable talking face generation by implicitly modularized audio-visual rep- resentation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:37.979059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b11f9394-a518-492e-8694-5451da122961 · outbound

This paper cites Makelttalk: speaker-aware talking-head animation.

IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation Makelttalk: speaker-aware talking-head animation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:56:37.969509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 4d2c65ff-9e45-40b2-9f54-8ff4fc9843e3 · inbound

AUHead: Realistic Emotional Talking Head Generation via Action Units Control cites this paper.

AUHead: Realistic Emotional Talking Head Generation via Action Units Control IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-16T05:50:40.233550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.