Paper Citation Record · LEDGER

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation

As of 21 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2507.19225.

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

pith.paper-citation-record.v1
2507.19225 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:00:25.409083Z

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 2026-08-15T18:00:25.313393Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T18:00:25.553973Z

Reference resolution

35 of 35 outbound references displayed

verified exact2
verified fuzzy19
unresolved13
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2c27026a-919e-41fc-8f9f-5703037ab91b · outbound

This paper cites Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:00:25.556673Z

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 83e6ac62-8308-42da-96c8-27038d8d0981 · outbound

This paper cites Early works, such as Chen et al.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Early works, such as Chen et al

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.717577Z

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 22efcff7-672d-4d90-b23a-2671ebb36325 · outbound

This paper cites The overall pipeline is illustrated in Figure 2.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation The overall pipeline is illustrated in Figure 2

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.710970Z

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 87414495-88b1-4b7b-967a-b5bb12f9c997 · outbound

This paper cites Experimental Settings We conduct our experiments using LRS2 [25] and HDTF [26] datasets.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Experimental Settings We conduct our experiments using LRS2 [25] and HDTF [26] datasets

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.704335Z

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 7e6a5e38-357c-483e-b70b-5f3f05211d08 · outbound

This paper cites Unlike prior works assuming a fixed face-to-voice mapping, we model it as a probability distribution problem, capturing natural voice variability.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Unlike prior works assuming a fixed face-to-voice mapping, we model it as a probability distribution problem, capturing natural voice variability

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.691237Z

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 9ee54083-5cf3-4e22-a893-571590461611 · outbound

This paper cites The authors also acknowledge CSC-IT Center for Science, Finland, for pro- viding computational resources.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation The authors also acknowledge CSC-IT Center for Science, Finland, for pro- viding computational resources

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.683902Z

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 722461cd-aaf0-4b4a-9b9f-61a6be60a579 · outbound

This paper cites Faces that speak: Jointly syn- thesising talking face and speech from text,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Faces that speak: Jointly syn- thesising talking face and speech from text,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.654871Z

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 528e5442-e7fe-46db-9ce9-340f80441f27 · outbound

This paper cites Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motion.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motion

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.336103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de75e7c6-801e-40fe-b406-d591e6d1d665 · outbound

This paper cites Sadtalker: Learning realistic 3d motion coefficients for stylized audio-driven single image talking face animation,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Sadtalker: Learning realistic 3d motion coefficients for stylized audio-driven single image talking face animation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.676872Z

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 56528005-6330-4514-844e-c815f4f267aa · outbound

This paper cites DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.341577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 148e966c-0294-4380-b1ef-f250356590f6 · outbound

This paper cites Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animation.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.344468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6948bfb9-8c77-415c-8015-912c09564061 · outbound

This paper cites Edtalk: Efficient disentangle- ment for emotional talking head synthesis,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Edtalk: Efficient disentangle- ment for emotional talking head synthesis,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.669822Z

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 d7ff594d-5dbd-4e7e-8794-aa9fdee2c6c6 · outbound

This paper cites Text2video: Text- driven talking-head video synthesis with personalized phoneme- pose dictionary,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Text2video: Text- driven talking-head video synthesis with personalized phoneme- pose dictionary,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.663148Z

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 67c19a2b-da6e-467c-9d6d-4c26437f3c53 · outbound

This paper cites Hierarchical cross- modal talking face generation with dynamic pixel-wise loss,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Hierarchical cross- modal talking face generation with dynamic pixel-wise loss,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.626120Z

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 bc2c698a-8c6d-40c9-8b93-1ca433a53ebb · outbound

This paper cites Text-to-Video: a Two-stage Framework for Zero-shot Identity-agnostic Talking-head Generation.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Text-to-Video: a Two-stage Framework for Zero-shot Identity-agnostic Talking-head Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.354763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84a5a3ca-24a1-4903-a9da-8eab5a86c72c · outbound

This paper cites Ada-TTA: Towards Adaptive High-Quality Text-to-Talking Avatar Synthesis.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Ada-TTA: Towards Adaptive High-Quality Text-to-Talking Avatar Synthesis

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:00:25.524927Z

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 6f5660d3-f3e6-4c6f-a1f7-5f6c7198310e · outbound

This paper cites Uniflg: Unified facial land- mark generator from text or speech,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Uniflg: Unified facial land- mark generator from text or speech,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.647710Z

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 184ab4eb-47c4-46cc-bc0a-bd461d4cabc9 · outbound

This paper cites The results are presented in Table 2.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation The results are presented in Table 2

Reference 18

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T18:00:25.697841Z

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 46042e3d-83f1-4f93-8279-30356db2fe67 · outbound

This paper cites Text-driven talk- ing face synthesis by reprogramming audio-driven models,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Text-driven talk- ing face synthesis by reprogramming audio-driven models,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.640584Z

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 20c4eb9e-8899-47ae-9cc1-30283cd3ef84 · outbound

This paper cites Generating talking face with controllable eye movements by disentangled blinking feature,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Generating talking face with controllable eye movements by disentangled blinking feature,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.633446Z

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 09c8d03e-9910-49b2-92a7-c4a79a389e9e · outbound

This paper cites FT2TF: First-Person Statement Text-To-Talking Face Generation.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation FT2TF: First-Person Statement Text-To-Talking Face Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.367836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8782ce8f-2e4e-45fe-878e-4b902f3e400b · outbound

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

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation A lip sync expert is all you need for speech to lip generation in the wild,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.373254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ffc3daf-e65c-4dc4-98aa-2c2bd46ebec3 · outbound

This paper cites GAIA: Zero-shot talking avatar gener- ation,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation GAIA: Zero-shot talking avatar gener- ation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.615387Z

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 ca890290-afe7-4e63-a4e0-3a71afb04cd9 · outbound

This paper cites Por- traittalk: Towards customizable one-shot audio-to-talking face generation,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Por- traittalk: Towards customizable one-shot audio-to-talking face generation,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.379263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b847a5-6355-4a1a-8901-76a6684e56db · outbound

This paper cites CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.382659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d8ac069-c4e6-4f8e-88fa-5f9b1cfe73e3 · outbound

This paper cites Imaginary voice: Face- styled diffusion model for text-to-speech,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Imaginary voice: Face- styled diffusion model for text-to-speech,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.385283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18510ab0-9738-42ca-967c-bf720c881921 · outbound

This paper cites Fvtts: Face based voice synthesis for text-to-speech,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Fvtts: Face based voice synthesis for text-to-speech,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.605245Z

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 a5a81537-2d25-4ce3-83ce-33b928c947ee · outbound

This paper cites A kernel two-sample test,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation A kernel two-sample test,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.390797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e4c43a4-0897-4631-ad91-db557d188078 · outbound

This paper cites CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.393215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d27484d8-f90a-420b-b452-ce83f1e295f8 · outbound

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

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.593588Z

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 8a58124e-3080-420f-b763-787bc99da613 · outbound

This paper cites A low-complexity permutation alignment method for frequency-domain blind source separation,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation A low-complexity permutation alignment method for frequency-domain blind source separation,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.586667Z

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 ef4bcd4f-944b-4239-b044-f38775ac6371 · outbound

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

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Lip read- ing sentences in the wild,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.577289Z

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 f19735e6-1e20-4659-95aa-7e1a785bf69b · outbound

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

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Flow-guided one-shot talk- ing face generation with a high-resolution audio-visual dataset,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:25.569588Z

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 6b5e534e-7341-447d-a3ce-b64e0398625b · outbound

This paper cites On estimation of a probability density function and mode,.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation On estimation of a probability density function and mode,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.405874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65e1152-961a-4841-97ab-07921088c082 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Face2VoiceSync: Lightweight Face-Voice Consistency for Text-Driven Talking Face Generation Adam: A Method for Stochastic Optimization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:25.409083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2c27026a-919e-41fc-8f9f-5703037ab91b · inbound