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Paper Citation Record · LEDGER

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads

As of 17 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2507.23343.

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

pith.paper-citation-record.v1
2507.23343 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:53:19.295484Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

79 of 79 outbound references displayed

  • verified exact4
  • verified fuzzy63
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d70430dd-8bde-4a91-89de-6c584cee27a6 · outbound

This paper cites https://ideogram.ai/, 2024.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https://ideogram.ai/, 2024

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.901463Z digest=sha256:a42b996dd6943a1c961aaedab01b7b364ff66cf15c52ecf904088da030146771

Observation abc06a91-8b30-46e6-a62a-9b9e716247e5 · outbound

This paper cites kandinsky 2.1, 2023.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads kandinsky 2.1, 2023

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.908305Z digest=sha256:4eb455f13a40f6a804a06ccf217124496fb6c4f29d5a7f55c40a161816a9453e

Observation 19397e1c-3d08-4527-94dd-e192131eea9f · outbound

This paper cites Improving image generation with better captions.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Improving image generation with better captions

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 42eef891-58a2-4b0d-bc19-c8cc7cdd3d28 · outbound

This paper cites Methodology for the subjective assessment of the quality of television pictures.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Methodology for the subjective assessment of the quality of television pictures

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.919933Z digest=sha256:64c9701e8d6875bb70ce167997473dec82c3fc3aa27bff0aa2e5ebd0d98aaced

Observation 24135064-81d5-4847-9e4e-e75c565cd42d · outbound

This paper cites A no-reference quality assessment metric for dynamic 3d digital human.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A no-reference quality assessment metric for dynamic 3d digital human

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.925076Z digest=sha256:2ae0b6bac5f091f0f1292b568002f1609c0e4e82eddbbd770218d57ca68f4eba

Observation 8db2d14d-2303-49f8-b42c-0436688b80a9 · outbound

This paper cites EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions

Reference 6

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no resolver link, observed 2026-08-06T10:53:18.930569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.930569Z digest=sha256:a70350b0c3c39041f2c78b691554b60707b7b2f119f1610b6dedea185a1c2c4f

Observation e0059a4e-5849-4ea8-bd98-f1b693466c9c · outbound

This paper cites Videoretalking: Audio-based lip synchronization for talking head video editing in the wild.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Videoretalking: Audio-based lip synchronization for talking head video editing in the wild

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.936650Z digest=sha256:e030d2bb31438e6b95dc7b1c3e13003c8f203f1077083b586d18f60393961eac

Observation a179522c-b335-4193-991e-4b4ffa11ea60 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Out of time: auto- mated lip sync in the wild

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.942536Z digest=sha256:94520a94943b333452c15d82f280e3ba39d1adc7c3f39ba21d941b8427aec197

Observation 51e65cea-20fa-4f60-af1e-5a7b37cd26cc · outbound

This paper cites Scaling recti- fied flow transformers for high-resolution image synthesis.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.948003Z digest=sha256:61f3a9f92e644df583779c8e4331b2cf9fe77e48360fd2190cb035b5cebcc2d5

Observation 71d5596e-b56d-45a0-8f83-bc95a7487d0a · outbound

This paper cites https://huggingface.co/black- forest-labs/FLUX.1-dev, 2024.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https://huggingface.co/black- forest-labs/FLUX.1-dev, 2024

Reference 10

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.952506Z digest=sha256:d07c18193f71a70611e2105d2a0bc0515d44051f0b43a273e67d3044ba814d42

Observation 0366b497-b2a6-47e4-a6fb-d580ad92b29f · outbound

This paper cites https :// github.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https :// github

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.957162Z digest=sha256:ebf7a66578b767f02b96bb097aee71768fb9d9568a36bbdd2d8424e25ed1e171

Observation 20f2c407-83f5-4052-9004-c7a6981dfc85 · outbound

This paper cites Real-time multimodal human–avatar interaction.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Real-time multimodal human–avatar interaction

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.961857Z digest=sha256:2f8443177a50e6eac6bcd841c751802df5d59c5833b84b985804b237d844c4f9

Observation b7e2ace8-9e6f-43af-a23a-1b7df91fa3ed · outbound

This paper cites Efficient emotional adaptation for audio-driven talking-head generation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Efficient emotional adaptation for audio-driven talking-head generation

Reference 13

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.966642Z digest=sha256:add15e297a1b19da2503809f28aa6d3495820124fd46e656b3a26c5fe59d6e04

Observation accd958c-d27a-4ade-a281-f818ea34db0b · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 14

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.971966Z digest=sha256:866795285a9d303faae62a5e9557b86f1c4aa4c0517c042367ef93afc5a670c2

Observation 380d174d-4998-4b1e-9e55-e691f089f9af · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A style-based generator architecture for generative adversarial networks

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.977481Z digest=sha256:9e676086e36169386dd46dad082c34ca90a0a2954b102d6f522df881f872596b

Observation ee8b6593-2011-4fe7-adb0-10ac38fc81b8 · outbound

This paper cites Analyzing and improv- ing the image quality of stylegan.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Analyzing and improv- ing the image quality of stylegan

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.982544Z digest=sha256:3772b21abdc8f49a3f9c16e859a6323c1c73f94008b3d5e190d54214fd70122e

Observation 8159202a-2e99-477c-b1ce-bc661ff931c3 · outbound

This paper cites Two-level approach for no-reference con- sumer video quality assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Two-level approach for no-reference con- sumer video quality assessment

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.987854Z digest=sha256:e5ea273d2a9f983e2dfd53042bc3e7fe489b5f5815e110a9f767a7dad86be2d3

Observation 6bb4be0b-e858-4178-a898-ec66c9100a07 · outbound

This paper cites Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception

Reference 18

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:18.992693Z digest=sha256:e59fa6862494bea13385259dfb3cd10ee422f538d86b4fa674111945100617cb

Observation d4ab390c-c6a7-4b61-8563-65a9fe2fd3d7 · outbound

This paper cites AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment

Reference 19

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source=pdf_text observed=2026-08-06T10:53:18.998446Z digest=sha256:9f1c634d9521ee8d191cc64e471087d965e6488ce4783e5946bc944a44dcfe61

Observation 9718a5de-559b-4f19-9ccd-511664ab607e · outbound

This paper cites Quality as- sessment of in-the-wild videos.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality as- sessment of in-the-wild videos

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.004308Z digest=sha256:66faea407cecad8f2c87e0d9633ea8fc3fb859f2a68034b59e5500e7eeafb8f7

Observation 12470d03-326d-4dd4-b8c1-166eccbd24af · outbound

This paper cites Ntire 2025 xgc quality assessment chal- lenge: Methods and results.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ntire 2025 xgc quality assessment chal- lenge: Methods and results

Reference 21

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source=pdf_text observed=2026-08-06T10:53:19.009068Z digest=sha256:cf49a31f7aff8376540f0746e99db7dc715c3c7f9077623b6b67178e8313c437

Observation 14cfa896-fd57-48e0-bc7d-3870b1c4beb4 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Swin transformer: Hierarchical vision transformer using shifted windows

Reference 22

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.014294Z digest=sha256:51576ce7c690dc3ef2665b9335b14ecdbedd0f730032fef358b4062e7beebc18

Observation f647508e-8349-4959-be72-5874be2655b4 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models

Reference 23

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source=pdf_text observed=2026-08-06T10:53:19.020094Z digest=sha256:bdcb0a560eb6a13cb629ef9d50e1e5070867fe39c78d288e36577cb0c1cd90ee

Observation 356c7ab1-99a8-449b-adab-e9ed97f4f3ab · outbound

This paper cites Realistic modeling and animation of human body based on scanned data.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Realistic modeling and animation of human body based on scanned data

Reference 24

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.025309Z digest=sha256:dc200b309b449c0a7e6c5cb9dbfbff28d5b259aa5b47b9a7ba677a8f3da3c04f

Observation afea97aa-cb06-4b95-803b-9a5cfd562af2 · outbound

This paper cites https : / / www.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https : / / www

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.030046Z digest=sha256:96716c94437519cc8cd016e79f55b2fb99c777435667e8f52fd2324a399b47e4

Observation 6dc34d3a-291e-4ab7-bc50-71823bd0697b · outbound

This paper cites Perceptual video quality assessment: A sur- vey.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Perceptual video quality assessment: A sur- vey

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.034510Z digest=sha256:5f59ade92ad66f838d300d71107c6abd84c042fd2d182380ccc3de6774ff8886

Observation 8e1810ca-7852-4ccb-ba6b-488b6aec38f8 · outbound

This paper cites No-reference image quality assessment in the spa- tial domain.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads No-reference image quality assessment in the spa- tial domain

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.039547Z digest=sha256:1881f9586a1d6847d50cdbfc8d1926f5f2d066bd29de8b4fb407735590f3711e

Observation 1f50b041-97ca-408c-b662-4213faf6f5f4 · outbound

This paper cites completely blind.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads completely blind

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.044820Z digest=sha256:6c7b4b2896af7e2e0ad45290831c3339bdcd3a574fb984ba14738b35ac3a073d

Observation 18fb85af-9dcc-4e33-a7fb-1bd2f8a2b0df · outbound

This paper cites A com- pletely blind video integrity oracle.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A com- pletely blind video integrity oracle

Reference 29

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raw_fallback, observed 2026-08-06T10:53:20.302866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.049096Z digest=sha256:91a70f2d13d386f149043361c36d32a9bdfc5d224d8fc9ee48daed1c402e0ad8

Observation 8762e25b-28fe-4775-b8d7-2707d7d4d9cd · outbound

This paper cites A no-reference im- age blur metric based on the cumulative probability of blur detection (cpbd).

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A no-reference im- age blur metric based on the cumulative probability of blur detection (cpbd)

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.053361Z digest=sha256:5879d9878557ec5345986b06aca77714c517e211076c3f664930567b8946f3e6

Observation ca87ccab-bd16-4217-a697-2a771756e858 · outbound

This paper cites https : / / huggingface.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https : / / huggingface

Reference 31

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raw_fallback, observed 2026-08-06T10:53:20.268179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.059059Z digest=sha256:b803360b9ed3a4a87db8261ece3559302bd73b6bfcf1ed7a6f04232b8a87330d

Observation 3d637d8b-094a-461f-9df0-2f3782e2fe9c · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 32

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no resolver link, observed 2026-08-06T10:53:19.067233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.067233Z digest=sha256:0a6b0f33452db286f05bd548eff345cd12c760ec51c5e6353bff9422f46963ee

Observation b754ff0c-891b-4b53-930b-09bb9842dfdc · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A lip sync expert is all you need for speech to lip generation in the wild

Reference 33

Resolution
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raw_fallback, observed 2026-08-06T10:53:20.251068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.072303Z digest=sha256:f67c482a3ca53a17fec64370bf4039e43763478e0b40002f56bdafb339c289be

Observation f41ffb90-0fb3-4ffd-b197-dcb404b16912 · outbound

This paper cites https : / / huggingface.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https : / / huggingface

Reference 34

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raw_fallback, observed 2026-08-06T10:53:20.233782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.076623Z digest=sha256:308dd0b22f9a22ce701fbebdb31ea889bc4052536e1c910e0ae492da48849126

Observation 41f7eb0a-867b-479d-b905-54a4b4febf30 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads High-resolution image synthesis with latent diffusion models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.216092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.081536Z digest=sha256:3647dc465706f7384b88aeac82d83af11a5b65f212e894256e725f5ffeb8703d

Observation ab6548c2-803b-4de1-9625-04b8467b996a · outbound

This paper cites Blind prediction of natural video quality.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Blind prediction of natural video quality

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.198415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.086507Z digest=sha256:714f1972fd1db9816548cc3edadcc01a2cf643fe5aa15c5961564c8bccfd4afe

Observation 034648bf-e9cb-4798-a591-3bd26126edda · outbound

This paper cites Real-time vision and speech driven avatars for mul- timedia applications.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Real-time vision and speech driven avatars for mul- timedia applications

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.177862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.092134Z digest=sha256:408bb9e43d3ac81ddd746bb25e8bf9c88e418fe5305c3b0ac4a82e89ea09d75c

Observation 59e401a3-54a2-4e49-a607-bc2ba56bb5af · outbound

This paper cites An xt slice based method for action recognition.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads An xt slice based method for action recognition

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.162605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.096628Z digest=sha256:20be8db2855331c56a71f33eda636d83e9410ce4b5f997cff3dd356cf67bbe4e

Observation 374c5957-fa8a-4939-bc53-c7f2f591b29f · outbound

This paper cites A deep learning based no-reference quality assessment model for ugc videos.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A deep learning based no-reference quality assessment model for ugc videos

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.147248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.101314Z digest=sha256:ec97e1fea79a721ce682af6dd4b3e87e6076ade163cb9cda8f2ef3e54f15d6c9

Observation b26230e4-c717-408e-a5aa-1c202aa2b270 · outbound

This paper cites Ugc-vqa: Benchmarking blind video quality assessment for user generated content.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ugc-vqa: Benchmarking blind video quality assessment for user generated content

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.130298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.107122Z digest=sha256:3f15a83088e3a0e80d66df35cb83c223009d26c72bf3cf8e76b72f3675a54b39

Observation 89464ff9-0c5c-49c6-9434-0d231b40f2c1 · outbound

This paper cites Rapique: Rapid and accurate video quality prediction of user generated content.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Rapique: Rapid and accurate video quality prediction of user generated content

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.112288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.111696Z digest=sha256:a2f55b5e3ab513119fe673e32ad77cd81857da732f96c4da280f3815b69f1319

Observation f536cb30-7a5c-4d96-8370-cacfbd657bd5 · outbound

This paper cites Seeing what you said: Talking face gen- eration guided by a lip reading expert.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Seeing what you said: Talking face gen- eration guided by a lip reading expert

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.093209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.116051Z digest=sha256:3ad1b7c16befed24a12bbb1bdd21824f81a72e0d28c9790551f62cf076952585

Observation b549b02b-96c3-43dc-8314-61caf0adf92d · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motion

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.120381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.120381Z digest=sha256:2778ccf8d61a3a5bf3de14be3dc74d38a01f4f89fcecf9f5225d2ba2b6ef07a4

Observation 81c549f2-7c1e-4cc4-a04e-2fb5990eb32d · outbound

This paper cites Bovik, H.R.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Bovik, H.R

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.070529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.125313Z digest=sha256:334efd9f459d456e93d9fa5755b28f0127f50532a2ceecce5483f8d5c7eb0bb4

Observation bc40e817-3621-4113-b4fd-a3b66c4c4347 · outbound

This paper cites Fast- vqa: Efficient end-to-end video quality assessment with frag- ment sampling.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Fast- vqa: Efficient end-to-end video quality assessment with frag- ment sampling

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.054568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.129879Z digest=sha256:452b3d2ef20dba978fec0290ffe76cf58d5e45ec98bccaefc2b47caeb18d943c

Observation 497e9eb7-c8c5-43db-afdd-75be80516fbf · outbound

This paper cites Emogen: Emotional image content generation with text-to-image dif- fusion models.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Emogen: Emotional image content generation with text-to-image dif- fusion models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.036117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.135087Z digest=sha256:9690496c4827067e5aa8aec66df56f3faa11ee023f70fef509a618d7cb78d761

Observation 4356ca38-a86c-44e8-ba55-9be2755a360a · outbound

This paper cites Styleheat: One-shot high-resolution editable talking face generation via pre-trained stylegan.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Styleheat: One-shot high-resolution editable talking face generation via pre-trained stylegan

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.019085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.140303Z digest=sha256:155d2cdb5319973f42ee8dc1e4915a4c46bb52f1e4b8c656b48a97fdc41d1310

Observation 45bb8272-b9ab-4d31-8a3f-b11c6a2d83af · outbound

This paper cites A feature-enriched completely blind image quality evaluator.IEEE Transactions on Image Processing, 24(8):2579–2591, 2015.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A feature-enriched completely blind image quality evaluator.IEEE Transactions on Image Processing, 24(8):2579–2591, 2015

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.000358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.144703Z digest=sha256:c800cee8667e3278f65c4e1d856b4d7bbcc2cab6946d6f686a19a675666b1f4f

Observation 05b09701-fc5d-44e4-9b2f-18dc61ecfa38 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Sadtalker: Learning realistic 3d motion coefficients for stylized audio- driven single image talking face animation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.984608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.149192Z digest=sha256:c7a98045d58bd5f5585d1d06326f8ac501fc4638a2d03f59907b20de93adbd32

Observation 554011ca-c2db-4c6d-bc9a-557ade5b7d1b · outbound

This paper cites MuseTalk: Real-Time High-Fidelity Video Dubbing via Spatio-Temporal Sampling.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads MuseTalk: Real-Time High-Fidelity Video Dubbing via Spatio-Temporal Sampling

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.154197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.154197Z digest=sha256:e1bb665a09ec042d5ca378237c9bf2e6e91b0dc70ab682e7d7ecd84c62a6f957

Observation a455caf9-7ca5-4de1-8f20-6340086d711d · outbound

This paper cites DINet: Deformation Inpainting Network for Realistic Face Visually Dubbing on High Resolution Video.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads DINet: Deformation Inpainting Network for Realistic Face Visually Dubbing on High Resolution Video

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.493027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.159380Z digest=sha256:d2c5507b88146b1539f073dfccdbfaa3e0560c43521b649af448e80c68cfd917

Observation 9a586261-f1ae-4033-860f-7d4e1a184259 · outbound

This paper cites Eep-3dqa: Effi- cient and effective projection-based 3d model quality assess- ment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Eep-3dqa: Effi- cient and effective projection-based 3d model quality assess- ment

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.966355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.164207Z digest=sha256:a02276dc7785dcee8bc9f43a89d2d785be2416e628a8573a10900810f2c743bc

Observation 147c0f31-a0b6-4846-83a8-2cda003fd141 · outbound

This paper cites Advancing Zero-Shot Digital Human Quality Assessment through Text-Prompted Evaluation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Advancing Zero-Shot Digital Human Quality Assessment through Text-Prompted Evaluation

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.168699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.168699Z digest=sha256:498facfdd6283181dc20ed455e8eb1310db981c9108ed4d98481a8506c502cd5

Observation bd29aaa9-74ea-443a-99cf-b9ede1790aa6 · outbound

This paper cites Ddh-qa: A dynamic digital humans quality assessment database.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ddh-qa: A dynamic digital humans quality assessment database

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.945385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.173148Z digest=sha256:e15f9c07d261b7167de1d8b33c4730ea91bbadcbcc536051842009cd37a977df

Observation ed952abe-acdd-4275-ad24-487499fdbaa5 · outbound

This paper cites Perceptual quality assess- ment for digital human heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Perceptual quality assess- ment for digital human heads

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.926018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.177462Z digest=sha256:037c6628c309c2c427c6f717cf03c24cbc620d8911b520b432f20e9ba0856676

Observation b27f0f3a-2a74-4a7a-a04e-3b4b7824d91e · outbound

This paper cites Geometry-aware video quality assessment for dynamic digital human.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Geometry-aware video quality assessment for dynamic digital human

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.910855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.181764Z digest=sha256:36cc75d93c1a374c2af777705d74cece9f72f6784b05b0864389315a68242a1e

Observation f3178fb1-af98-4e93-9f74-32cdbe6891f1 · outbound

This paper cites Simple Baselines for Projection-based Full-reference and No-reference Point Cloud Quality Assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Simple Baselines for Projection-based Full-reference and No-reference Point Cloud Quality Assessment

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.450876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.186681Z digest=sha256:d69442c9be8cedd9346596b941b1783e3aa20dc0162a6469157de3d38925ea0a

Observation b388019a-5772-4314-8e2d-52362ce25c28 · outbound

This paper cites A-Bench: Are LMMs Masters at Evaluating AI-generated Images?.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A-Bench: Are LMMs Masters at Evaluating AI-generated Images?

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.191704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.191704Z digest=sha256:1813d596884e2b19c367b6b893e6d3643635959b6c442125e8de2ddb5640ce93

Observation 2bb49bd5-5739-429f-b85d-2716df62eb7d · outbound

This paper cites Quality assessment in the era of large models: A survey.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality assessment in the era of large models: A survey

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.895131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.196521Z digest=sha256:73e77b5c171a70a52831faee55b67f1bd41ed761be3f7aa7b09e51a999dc321d

Observation 32b73898-3ad1-437d-a27b-f98dab102cbe · outbound

This paper cites Quality-of-experience evaluation for digital twins in 6g net- work environments.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality-of-experience evaluation for digital twins in 6g net- work environments

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.878647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.201129Z digest=sha256:4c73eb856ace12ea580abf2c3e32f88d7281d4511cf32165d04ad3e9c0bc6068

Observation 6ff276b9-5c6a-40a7-9daa-9b6387ec5508 · outbound

This paper cites Aibench: Towards trustworthy evaluation under the 45° law.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Aibench: Towards trustworthy evaluation under the 45° law

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.856492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.205885Z digest=sha256:946b58d8e6ca37255bb010c35a6fbabaff46580c19d0fad894039256a99655ce

Observation c919f634-92f2-4eba-ad8d-274d852cbb6e · outbound

This paper cites Mm- pcqa+: Advancing multi-modal learning for point cloud quality assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Mm- pcqa+: Advancing multi-modal learning for point cloud quality assessment

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.833738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.210205Z digest=sha256:f8f75bee21d79a3e3b02ec6eb45c16ee335d075690a40656a8327446b02adb75

Observation 227a4365-1659-4ba2-a71c-c08bae8b2322 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Identity- preserving talking face generation with landmark and ap- pearance priors

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.816796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.215332Z digest=sha256:f0e2ccd329ecdd51ff48f0eaaf5f61129ac4228068d3ef87e26dd409360687f4

Observation 387f894d-a715-402c-9b83-9600f29aa3fd · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Makelttalk: speaker-aware talking-head animation

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.800837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.219805Z digest=sha256:e2bb15a5e168bf197c06b1cb78dae0470b04d11281bfa4b0d30a3a14a1359c31

Observation 885ae837-6a0a-480e-9299-ef32050c1aab · outbound

This paper cites Omnidirectional image quality assessment by distortion dis- crimination assisted multi-stream network.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Omnidirectional image quality assessment by distortion dis- crimination assisted multi-stream network

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.784084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.224489Z digest=sha256:d3a50ee66849e543f3300f1a5491cabb54790bbecd18a106818fb1370c179962

Observation d3407acb-98fb-4b71-815a-dbf7c20b03a4 · outbound

This paper cites Pyramid feature aggregation for hierarchi- cal quality prediction of stitched panoramic images.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Pyramid feature aggregation for hierarchi- cal quality prediction of stitched panoramic images

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.767999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.229124Z digest=sha256:1a068e72b2df898c77f2edf8f5eafda01478220a50205b4f5d1182c0d991eb77

Observation e301e660-185b-4b22-896a-32e8f53e1cd5 · outbound

This paper cites An Implementation of Multimodal Fusion System for Intelligent Digital Human Generation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads An Implementation of Multimodal Fusion System for Intelligent Digital Human Generation

Reference 67

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.409896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.235223Z digest=sha256:19e2522c5c83e4665df415b98fb2503d4fc469ae5e8382f5d04646bbb5fc75be

Observation 7bf099fd-86c2-4cce-b329-631aedc9e6f4 · outbound

This paper cites Quality assessment for stitched panoramic images via patch registration and bidimensional feature ag- gregation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality assessment for stitched panoramic images via patch registration and bidimensional feature ag- gregation

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.753352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.240114Z digest=sha256:17592668c5e64a1fe0c622b3c5fb6cf7d8f3bdf5c2917e518a571f1e9195e3ac

Observation 02cb7a86-a8d1-4d24-a761-73e64294249c · outbound

This paper cites A no-reference quality as- sessment method for digital human head.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A no-reference quality as- sessment method for digital human head

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.738230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.245075Z digest=sha256:e1dea7d14adf25efc5750b7f397c97e0841ae97dd43077aa49261ca070f39917

Observation 6c9f7698-3418-47e7-af6e-9e7d37111bcf · outbound

This paper cites Perceptual quality assessment for point clouds: A survey.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Perceptual quality assessment for point clouds: A survey

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.722657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.249553Z digest=sha256:432924994814d315e37773c7d305c0dc5d7f3d8b082abde6e77886f694a6b548

Observation e52ce464-ee96-4b96-9eb3-9319dfe15c6a · outbound

This paper cites MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.254145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.254145Z digest=sha256:67d2e7bfcca6a0ef31045851b797836db8ce472b7bc220a0913cd1fb8ac5a1d8

Observation b0f08cc3-9759-49fd-875a-550aa93c7408 · outbound

This paper cites Thqa: A perceptual quality assessment database for talking heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Thqa: A perceptual quality assessment database for talking heads

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.706211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.259877Z digest=sha256:320369ff049bd59a5b255b671be0f9e143c7224928ae7e7b9200ec66036e2ebc

Observation 5f726a8f-cf32-47bd-a6e4-5463ee8b41c2 · outbound

This paper cites Subjective and objective quality-of-experience assessment for 3d talking heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Subjective and objective quality-of-experience assessment for 3d talking heads

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.688229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.264753Z digest=sha256:0c215c8ce0394b532fea1ae0e390f27e3b207e8de996cbdcf017c97cc271e32f

Observation 077358c6-8278-46b2-978f-59545cf185f0 · outbound

This paper cites 3DGCQA: A Quality Assessment Database for 3D AI-Generated Contents.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads 3DGCQA: A Quality Assessment Database for 3D AI-Generated Contents

Reference 74

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.366457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.269714Z digest=sha256:63f5ee8235b52a62a95bbf13bc2f84e92d01aad2547d0a2b4191f899799456c5

Observation 95f5af62-04e0-4cd0-b628-56d80ec4b78b · outbound

This paper cites Reli-qa: A multidimensional quality assessment dataset for relighted human heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Reli-qa: A multidimensional quality assessment dataset for relighted human heads

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.671873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.274473Z digest=sha256:68bae5ee1805eef96e9dacff70d8a2ad83ff3c84930abcf2393e52b80311f423

Observation f9771cbc-5eb8-4de3-b149-6243b02b8bfa · outbound

This paper cites Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.280485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.280485Z digest=sha256:759e03d50665a9969a845b9bb55f85f131ab9ec754d272437f3ba69968cb8c62

Observation 27dc7cbc-9db2-481a-8b11-ef0ebd8f7501 · outbound

This paper cites Cdhqa: A quality assessment database for conversa- tional digital human.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Cdhqa: A quality assessment database for conversa- tional digital human

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.655630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.285580Z digest=sha256:8c3187c42cf5bc622e3737862c8d7015d18ffba303bc0f76901f05cfabe6993b

Observation 5682834a-d543-46f0-822a-a2ba3a5479c8 · outbound

This paper cites Who is a bet- ter imitator: Subjective and objective quality assessment of animated humans.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Who is a bet- ter imitator: Subjective and objective quality assessment of animated humans

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.638566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.290210Z digest=sha256:e2281ae97113a8820b636973bcdeb3414d75dbb5c2a269a17a06a98118081e28

Observation 1bd11d00-3af9-4468-8d01-2b0b2ef44b73 · outbound

This paper cites Ct-pcqa: A convolutional neural network and transformer combined method for point cloud quality as- sessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ct-pcqa: A convolutional neural network and transformer combined method for point cloud quality as- sessment

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.622593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T10:53:19.295484Z digest=sha256:e3a5111c03994a18ec6a19150cd329e2661b36e4783211f4fde46b5c1b9fac14

Pith citing papers

No inbound Pith citation observations are available.