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Paper Citation Record · LEDGER

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore)

As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2605.05187.

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

pith.paper-citation-record.v1
2605.05187 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T16:20:40.024442Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

45 of 45 outbound references displayed

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  • verified fuzzy30
  • unresolved0
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  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9639ceac-f7f8-412c-95e3-b1967433f814 · outbound

This paper cites Cosmos World Foundation Model Platform for Physical AI.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Cosmos World Foundation Model Platform for Physical AI

Reference 1

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verified exact
local_arxiv, observed 2026-05-11T18:16:11.735431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2b6ecd2b-f73d-4441-90cc-c728a8186582 · outbound

This paper cites Recammaster: Camera-controlled generative ren- dering from a single video.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Recammaster: Camera-controlled generative ren- dering from a single video

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2750ccde-13d7-4f51-a70a-068506bb68c0 · outbound

This paper cites Qwen3-VL Technical Report.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Qwen3-VL Technical Report

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1dfeeaf0-72d3-4c3b-aeb9-c2169aa84fa9 · outbound

This paper cites Qwen2.5-VL Technical Report.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Qwen2.5-VL Technical Report

Reference 4

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verified exact
local_arxiv, observed 2026-05-11T18:16:11.741398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation c6514254-c01e-4b75-88a2-4d9391293563 · outbound

This paper cites Random forests.Machine Learning, 45(1): 5–32.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Random forests.Machine Learning, 45(1): 5–32

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a657dfce-d940-406d-bdcf-af2031ba1295 · outbound

This paper cites Video generation models as world simulators.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Video generation models as world simulators

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:0358e33a90f02136dcf8e8da07696b7d077d39a688f2b4a6ea36d0ad2681ffd6

Observation 5c23ec44-ba5e-4e51-99d8-e4164eeed2ad · outbound

This paper cites FlexWorld: Progressively Expanding 3D Scenes for Flexiable-View Synthesis.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) FlexWorld: Progressively Expanding 3D Scenes for Flexiable-View Synthesis

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:678b4ce320663d5402f63e5cea9d9953377cfdbe5c0dec8f81daa3d2036c12b2

Observation 0384ea89-7575-4f6f-be6b-a2e4d7acfa1e · outbound

This paper cites LoViF 2026 challenge on real-world all-in-one im- age restoration: Methods and results.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) LoViF 2026 challenge on real-world all-in-one im- age restoration: Methods and results

Reference 8

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 57cc15ac-dc17-4304-b27c-0cb0de5aba47 · outbound

This paper cites Nearest neighbor pattern clas- sification.IEEE Transactions on Information Theory, 13(1): 21–27.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Nearest neighbor pattern clas- sification.IEEE Transactions on Information Theory, 13(1): 21–27

Reference 9

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raw_fallback, observed 2026-05-26T10:17:10.194336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 26831ef3-b48d-4a4d-a3f0-690987475a10 · outbound

This paper cites Worldscore: A unified evaluation benchmark for world generation.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Worldscore: A unified evaluation benchmark for world generation

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:e8f153172392cce2919aa9a4605c972a03d612d1499f5be15edef15e2cff2f82

Observation 4c2836ee-4f9a-4ebf-b128-5a554ac5d632 · outbound

This paper cites Friedman.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Friedman

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 17b00cb7-f5ee-4622-ae29-d0d20a9d43d4 · outbound

This paper cites Ex- tremely randomized trees.Machine Learning, 63(1):3–42.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Ex- tremely randomized trees.Machine Learning, 63(1):3–42

Reference 12

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raw_fallback, observed 2026-05-26T10:17:10.209124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:7c00033daa7b0d3430ed177e53abfe49694ad98e1ce91b845cc51c2de5af0dad

Observation b7c90a59-049b-455d-948d-ebc59d1d6de3 · outbound

This paper cites Diffusion as shader: 3d-aware video diffusion for ver- satile video generation control.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Diffusion as shader: 3d-aware video diffusion for ver- satile video generation control

Reference 13

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verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.177924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:abdce6b31da90926290e195734b1cae0017a4703197d2ad9ffd53cbadc391510

Observation 92e7501c-300d-4965-9db5-2b62c97d1749 · outbound

This paper cites Internvqa: Advancing compressed video quality assessment with distilling large foundation model.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Internvqa: Advancing compressed video quality assessment with distilling large foundation model

Reference 14

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verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.182121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:c811e1f9e60eb7779c1339f1c6b99d4402177d56c0e23cf6ef76543c6ebaaa0b

Observation a451e2e7-8f62-4efe-99ca-e17b12413534 · outbound

This paper cites Huynh-Thu, Q.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Huynh-Thu, Q

Reference 15

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arxiv_id, observed 2026-05-11T18:16:11.774742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:5c779591703e589fa4cbc6d011f0caa37cab5a046608c612784c8c3137df3afd

Observation c8d40490-b54b-459f-bcf7-5e6d355129a3 · outbound

This paper cites Clipscore: A reference-free evaluation met- ric for image captioning.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Clipscore: A reference-free evaluation met- ric for image captioning

Reference 16

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:bcc1ee4ceebec76ef073cac8abdada5ac48059d105e7bc63c0fcf054ed92e72a

Observation c494e4ca-e071-41c9-9229-868e48a59da2 · outbound

This paper cites Hoerl and Robert W.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Hoerl and Robert W

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:2da05399b8c5b967b816063ee4a238ffb4b05e525233cfaef855c5d41cac4d4f

Observation eae58fe3-36d8-4114-b0cd-1176d3ba56b3 · outbound

This paper cites EX-4D: EXtreme Viewpoint 4D Video Synthesis via Depth Watertight Mesh.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) EX-4D: EXtreme Viewpoint 4D Video Synthesis via Depth Watertight Mesh

Reference 18

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arxiv_id, observed 2026-05-11T18:16:11.788352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:d116d817b71f787844da3bc6400857ec03d1e1d91bf58a67e2759fa4aeba41a3

Observation 06adec05-102a-4b00-aa6c-0ca2e878a746 · outbound

This paper cites Vbench: Comprehensive bench- mark suite for video generative models.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Vbench: Comprehensive bench- mark suite for video generative models

Reference 19

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raw_fallback, observed 2026-05-26T10:17:10.198519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:7457fe9ea0d5b523c0cc6735a59bd93a4690eb45b74ac30e430994cc13c8f709

Observation 98c26625-d10c-422a-995f-83e210dbf6a4 · outbound

This paper cites Subjective video quality assessment methods for multimedia applications.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Subjective video quality assessment methods for multimedia applications

Reference 20

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raw_fallback, observed 2026-05-26T10:17:10.205133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:9f1236dc08d984ebda5eb5dd1d90f8e0e775937ac92d216086f608e9e19b3ad4

Observation bd9b7eef-33c3-4117-9f3b-b12d2c27d37a · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 21

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local_arxiv, observed 2026-05-11T18:16:11.693293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:a526294d65439aba9276a9c9a542fcfdd7a170ff7a15de7259604b8d3f16bba6

Observation d8afbb1e-3e1f-4e76-a7e8-2b334e43d486 · outbound

This paper cites LoViF 2026 the first challenge on human- oriented semantic image quality assessment: Methods and results.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) LoViF 2026 the first challenge on human- oriented semantic image quality assessment: Methods and results

Reference 22

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raw_fallback, observed 2026-05-26T10:17:10.253497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:9a091c5fc5ba482ea05f34fcdca20cc50a8ce986105e619181b60c6551e931d1

Observation a9cb3fc3-4d37-45cf-996f-0ea0fb842093 · outbound

This paper cites Aigc- vqa: A holistic perception metric for aigc video quality assessment.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Aigc- vqa: A holistic perception metric for aigc video quality assessment

Reference 23

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verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.245255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:f7d97945412b899e74630a400dbdef339cb0dd97731a5b9471697b777f29c5d9

Observation 6a4d6354-508e-4a09-8288-2ffad805a711 · outbound

This paper cites Kvq: Kwai video quality assessment for short-form videos.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Kvq: Kwai video quality assessment for short-form videos

Reference 24

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raw_fallback, observed 2026-05-26T10:17:10.234040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:472092eed6be7e86221ae7ea45a7385770bc2c0cbc0c01bda36cbdc685fa1d1d

Observation 2d46f6db-0c25-4cc6-bc7d-dd0f773c024c · outbound

This paper cites 4dworldbench: A comprehensive evaluation framework for 3d/4d world generation models.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) 4dworldbench: A comprehensive evaluation framework for 3d/4d world generation models

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-11T18:16:11.673854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 084d26b0-5134-47a0-8f13-a4b8805ed135 · outbound

This paper cites Towards world simulator: Crafting physical commonsense- based benchmark for video generation.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Towards world simulator: Crafting physical commonsense- based benchmark for video generation

Reference 26

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raw_fallback, observed 2026-05-26T10:17:10.270243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:1f1332f6f1d897a4be03bd4810f3e02b7ea47d1823e0b06324dd6866b9484975

Observation ad9baa65-9595-442b-9946-78d8d4ae94a6 · outbound

This paper cites LoViF 2026 the first challenge on weather removal in videos.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) LoViF 2026 the first challenge on weather removal in videos

Reference 27

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raw_fallback, observed 2026-05-26T10:17:10.190675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:c67712ba67f1af0f76ae76277c49de96b57bf1d07a0a33945eb1d5077d5961c7

Observation 896afd75-88e0-42cd-891d-51c5cca9fff9 · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 28

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verified exact
local_arxiv, observed 2026-05-11T18:16:11.798652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:f3fa5dcad2ad33ad6eac86ac8ecae95a762b283f9768e8c343f0f844a6bfbbb1

Observation 51f2767c-fd5f-426d-9555-ddd6e021e7c0 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Learning transferable visual models from natural language supervi- sion

Reference 29

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raw_fallback, observed 2026-05-26T10:17:10.217307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:e2fa6b23fc59aa329811690c0a723ab86beadbd119377e4609944c14ff83cba6

Observation 04acfe6d-994b-49b5-a208-fce231e31d1c · outbound

This paper cites Worldarena: A unified benchmark for evaluating perception and functional utility of embodied world models.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Worldarena: A unified benchmark for evaluating perception and functional utility of embodied world models

Reference 30

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verified exact
arxiv_id, observed 2026-05-11T18:16:11.765262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:e2a98f641103b38c2a6e732994ba5e7a36a17a7e352b62bf8005b79d3526f9e1

Observation 643b46fd-a7fb-487c-892a-a29249b89ff7 · outbound

This paper cites Kling: A powerful world model for video generation.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Kling: A powerful world model for video generation

Reference 31

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raw_fallback, observed 2026-05-26T10:17:10.229432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:ae6c6a033a2b862eccb2d34af55131537d1df981963f8d0a802edeeaea466c93

Observation 6bcde318-897e-4397-a625-9d49d956b91c · outbound

This paper cites InternVideo: General Video Foundation Models via Generative and Discriminative Learning.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) InternVideo: General Video Foundation Models via Generative and Discriminative Learning

Reference 32

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verified exact
arxiv_id, observed 2026-05-17T00:36:53.574468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:e8405b2f69a5f59805ff1c2a10d325df646ec6bd19655340b1268f743da835d0

Observation 0712e60e-9ef1-4f95-8c1b-22550236479e · outbound

This paper cites Motionctrl: A unified and flexible motion controller for video generation.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Motionctrl: A unified and flexible motion controller for video generation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.202214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:c899de594559ba6b1314d668e00ae9eac769c83b9b374b58e84f4d00ac66659f

Observation 0e321901-04a9-4de5-9928-e5e4eba15ec4 · outbound

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

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Fast- vqa: Efficient end-to-end video quality assessment with frag- ment sampling

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.225767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:c0af2e95cd0e0bc12f0770df9bc82feac38129c216ea51e39f10dd31593ee6cd

Observation 89092a33-ccc3-49f4-a13c-9cc08236b745 · outbound

This paper cites Exploring video quality assessment on user generated contents from aesthetic and technical perspectives.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Exploring video quality assessment on user generated contents from aesthetic and technical perspectives

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.166114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:fab6d652d6b2fd4dd5d4167fd928cf5d5c87fd7dea9f4e0020e8a162287d3ab3

Observation 0ce49e4a-01dc-4784-93f6-27f1da027470 · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-11T18:16:11.706911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:81a1da344f7697412ef5e7bde8bbb10305202c849d3dceedd876699d76111532

Observation 85509c85-2a5c-49d0-b542-919ce0622bba · outbound

This paper cites Wonderjourney: Going from anywhere to everywhere.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Wonderjourney: Going from anywhere to everywhere

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.265834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:6ac56565e422349e33757f527051c30015f9d471273f97f945afb66c91c41164

Observation a068f227-681c-4c6e-b90c-e6b7357ddac1 · outbound

This paper cites Tra- jectorycrafter: Redirecting camera trajectory for monocu- lar videos via diffusion models.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Tra- jectorycrafter: Redirecting camera trajectory for monocu- lar videos via diffusion models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.156991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:6f2be627e1e09a3e5b75f75dbd3f46b2ad6dc8fc5d78be87b724e0e058ce5b4a

Observation ff4a13ea-c456-4568-a2f8-16dd4808f4c1 · outbound

This paper cites Viewcrafter: Taming video diffusion models for high-fidelity novel view synthesis.IEEE Trans- actions on Pattern Analysis and Machine Intelligence.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Viewcrafter: Taming video diffusion models for high-fidelity novel view synthesis.IEEE Trans- actions on Pattern Analysis and Machine Intelligence

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.170271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:651903df35c465c7e1cb5e3581416208a8892e5e927861a993d25a0fea34d30a

Observation 44d7c344-3e21-4c94-8813-52759bb11410 · outbound

This paper cites The 1st LoViF challenge on efficient vlm for multimodal cre- ative quality scoring: Methods and results.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) The 1st LoViF challenge on efficient vlm for multimodal cre- ative quality scoring: Methods and results

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.161871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:87136252b76fcf973d6aefcb7925f055463fbdb9703ef816861e2e8a017570be

Observation 4fea5bad-996d-4afc-9e5a-d0eaf272daa1 · outbound

This paper cites Q-bench-video: Benchmark the video qual- ity understanding of lmms.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Q-bench-video: Benchmark the video qual- ity understanding of lmms

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.261524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:f6c66531a61e8c53599c3f456f086fdc84bf497a6d40b08c5625a8e50f4f6fe6

Observation 55cf2d17-ecea-42c2-87e0-bc1ba46a9e32 · outbound

This paper cites Swift: a scalable lightweight infrastructure for fine-tuning.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) Swift: a scalable lightweight infrastructure for fine-tuning

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T10:17:10.186202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:6519c41a62ab6a4614c0fd03c0fa50565b069d1acf546e5feed670d8d99f9a03

Observation e726c2a2-2b93-4152-b367-6d2966d3c0bf · outbound

This paper cites VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-14T18:42:03.548540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:bf43f6b294d152a3668ec8ff0bfedf37b4a0e34ba770289629878513f03896db

Observation 4cc1d618-7b7c-45f4-99a2-6e153051efa7 · outbound

This paper cites CamI2V: Camera-Controlled Image-to-Video Diffusion Model.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) CamI2V: Camera-Controlled Image-to-Video Diffusion Model

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-11T18:16:11.782145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:78383c3dff725d6f0c30b6b6a584cd7e2488c2c25c0b219cd505c0533103e50f

Observation f35fbf33-3285-450b-a4b8-3e0dd4e5d592 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore) InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-11T18:16:11.757351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T16:20:40.024442Z digest=sha256:4dbd68b8c7ab758ee878d0197eb2aab47b1c142ec7b60c0206658a1f1b19b790

Pith citing papers

No inbound Pith citation observations are available.