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Paper Citation Record · LEDGER

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality

As of 14 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 4 inbound Pith citation observations for arXiv:2411.13609.

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

pith.paper-citation-record.v1
2411.13609 v2

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:06:37.621081Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T16:39:02.568750Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:29:15.617245Z

Reference resolution

58 of 58 outbound references displayed

  • verified exact1
  • verified fuzzy24
  • unresolved32
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de87183b-3782-40e4-adbb-15b081747fcc · outbound

This paper cites Multidiffusion: Fusing diffusion paths for controlled image generation.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Multidiffusion: Fusing diffusion paths for controlled image generation

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 29bcaf08-54ce-42b0-b31d-dcb75b4451cc · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.364487Z digest=sha256:7eb2d2b493f740ad9d06a5afd4c09eaacc57f0851ae2bffeed4d833d7483cd36

Observation c9ff1a3c-c1a3-4091-a1be-99f3bd6c9684 · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Large Scale GAN Training for High Fidelity Natural Image Synthesis

Reference 3

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no resolver link, observed 2026-08-12T17:06:37.369458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9096f7a1-3424-4976-9248-2ad379fb5b90 · outbound

This paper cites Video generation models as world simulators.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Video generation models as world simulators

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.373592Z digest=sha256:9a0b50255010f323ea9a7adc8aa2367e349f31ddcc7a82d34771cf6501ceaa2e

Observation 7b044878-ef11-404b-8794-c0941587edc1 · outbound

This paper cites Learning from imperfect demonstrations via adversarial confidence transfer.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Learning from imperfect demonstrations via adversarial confidence transfer

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.532182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.378572Z digest=sha256:1712ce77e82f57391cc80f0342059a8222116e599440a908c76d64c8609cd712

Observation 4135b14d-a6d1-45bc-aee3-63c209f1425d · outbound

This paper cites Videocrafter2: Overcoming data limitations for high-quality video diffusion models, 2024.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Videocrafter2: Overcoming data limitations for high-quality video diffusion models, 2024

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.516982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.382160Z digest=sha256:9ea30dd89540b1fc3c7a9af60842af984b11c392cf9af62a7a635767bd333b54

Observation 2fd06036-f3d1-4d77-a410-6edc235edf89 · outbound

This paper cites Measuring the Quality of Text-to-Video Model Outputs: Metrics and Dataset.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Measuring the Quality of Text-to-Video Model Outputs: Metrics and Dataset

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 499cf597-8634-4c08-a9ce-c9eb22df3dab · outbound

This paper cites One-shot imitation learning.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality One-shot imitation learning

Reference 8

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raw_fallback, observed 2026-08-12T17:06:38.502303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 4344469f-3b28-41ca-a5a2-12cec8d0d0ea · outbound

This paper cites Scaling rectified flow trans- formers for high-resolution image synthesis, 2024.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Scaling rectified flow trans- formers for high-resolution image synthesis, 2024

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.395170Z digest=sha256:fb840d672c86934e33a08059b176bcb279ab6240fe30b09b4b6e95ff406d2ec4

Observation 4fba8ddd-bec1-4904-b705-ba7080a2d2a5 · outbound

This paper cites A density-based algorithm for discovering clusters in large spatial databases with noise.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality A density-based algorithm for discovering clusters in large spatial databases with noise

Reference 10

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raw_fallback, observed 2026-08-12T17:06:38.479917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 0072c542-92f6-45ca-86be-5bd12cc3e657 · outbound

This paper cites Exploring the interplay between video generation and world models in autonomous driving: A survey, 2024.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Exploring the interplay between video generation and world models in autonomous driving: A survey, 2024

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.467160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation a4054784-7b46-4d53-b53c-caaeca4c7a84 · outbound

This paper cites Contributions of shape, texture, and color in visual recognition.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Contributions of shape, texture, and color in visual recognition

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.454893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.414018Z digest=sha256:362abf7551c0875afd2e26ff2fbc93dac1f0dd663e4893d9617df3b52c61861c

Observation 5e4dc735-b257-4baf-83f2-32cfdf0ffcd6 · outbound

This paper cites Generative adversarial nets.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Generative adversarial nets

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.418170Z digest=sha256:64f841774148a49e7248f072775212daac4fd17321f11373098508a9d54074a2

Observation f6749462-9551-4676-a518-6e0a316fc384 · outbound

This paper cites A review on generative adversarial networks: Algorithms, theory, and applications.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality A review on generative adversarial networks: Algorithms, theory, and applications

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.432489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.422138Z digest=sha256:b2f005a620768c849dc4d340f6fd882881e8c2df690655de8d3e588fceeae23a

Observation 7c60903c-ca8e-440d-9bc4-5de773690ac9 · outbound

This paper cites Videoscore: Building auto- matic metrics to simulate fine-grained human feedback for video generation, 2024.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Videoscore: Building auto- matic metrics to simulate fine-grained human feedback for video generation, 2024

Reference 15

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raw_fallback, observed 2026-08-12T17:06:38.413211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.426712Z digest=sha256:58c66859d7c1d504c612f981bc0ce2a9952ef32553a538f375e101c858dc0a05

Observation 3eae262d-8f97-4401-8c70-519eb9d5fc68 · outbound

This paper cites Denoising diffu- sion probabilistic models.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Denoising diffu- sion probabilistic models

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.430777Z digest=sha256:40f2e575ec26171bc0512e3dde549a747e4d78e2a01f17aee82dab55820a241b

Observation 3afe5e5b-8cd4-49cb-9c11-fc6e807cb9ea · outbound

This paper cites Imagen Video: High Definition Video Generation with Diffusion Models.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Imagen Video: High Definition Video Generation with Diffusion Models

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 572ddb6c-e37c-4af6-a917-2950d8084cc2 · outbound

This paper cites Video dif- fusion models.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Video dif- fusion models

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation dbd9e5c3-e14a-4376-a791-5bf4ad083a14 · outbound

This paper cites an unresolved cited work.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Unresolved cited work

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation fedde65c-f698-4d65-a30f-2216499f2c7c · outbound

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

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Vbench: Comprehensive bench- mark suite for video generative models

Reference 20

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Unavailable: canonical work link unavailable.

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Observation 16d737c0-b8e6-4077-8a33-50913c061a30 · outbound

This paper cites an unresolved cited work.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Unresolved cited work

Reference 21

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unresolved
raw_fallback, observed 2026-08-12T17:06:38.354682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.455343Z digest=sha256:ab2def2643d4ca8bb7ed2e6dc13b3e9bd8c8423a9dfc8f1f3ac2f4fd9897af62

Observation d5599279-ccce-4c53-80f0-a876137d8dbb · outbound

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

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality A style-based generator architecture for generative adversarial networks

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.340685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.459436Z digest=sha256:01638b27fe8c89f8f1734e9e40c5c19552a7a68c1cd5d12f0a0b97808a9f291c

Observation e6adbab5-3e15-47c2-92dd-e02a1a226eda · outbound

This paper cites Alias-Free Generative Adversarial Networks.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Alias-Free Generative Adversarial Networks

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.464334Z digest=sha256:6123a58b009f84b0bd7dc4fa987bab1257a81b7f2dec5b4da6cd1eccad072813

Observation 87b43d30-5e84-4e0a-ad7f-c96b657ddf0c · outbound

This paper cites Text2video-zero: Text-to- image diffusion models are zero-shot video generators, 2023.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Text2video-zero: Text-to- image diffusion models are zero-shot video generators, 2023

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.324551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.469217Z digest=sha256:5a6ce4312f4aae332ac38c4f5b775b8339e0f3aca95fb1a055afa0af5260e839

Observation 4e4c23b8-e3dd-4938-90d9-3bcbfdaa5905 · outbound

This paper cites Mechanical properties of 2D metal-organic and covalent-organic frameworks with non trivial topological band dispersion.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Mechanical properties of 2D metal-organic and covalent-organic frameworks with non trivial topological band dispersion

Reference 25

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metadata mismatch
local_arxiv, observed 2026-08-12T17:06:37.936997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.473668Z digest=sha256:8f3e9b8b441e4a3b7cdc730bf3704149f7fc33397344283ca977eaf926f628e1

Observation 12d6eea9-f528-49e6-b83e-d82779f22b8b · outbound

This paper cites Video Transformer Network.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Video Transformer Network

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.478260Z digest=sha256:135e27565d735c2bbef2c67fbdefa9c11ba2e2212b402a7d42ba0211c55f3efd

Observation a5ecaf57-8f72-449c-9d11-6da64b9c27d5 · outbound

This paper cites Sora Generates Videos with Stunning Geometrical Consistency.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Sora Generates Videos with Stunning Geometrical Consistency

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.483010Z digest=sha256:9b6e4486973ca5b3ad167d7a12621eac39517816988d5ad83a7939de53c805b8

Observation 34f616a0-5200-47dc-9a41-8eee42422319 · outbound

This paper cites Evalcrafter: Benchmarking and eval- uating large video generation models.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Evalcrafter: Benchmarking and eval- uating large video generation models

Reference 28

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no resolver link, observed 2026-08-12T17:06:37.487388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.487388Z digest=sha256:58eb0794ab7bf7bd26f064a8c930a543d6a89d940009a9bfa250cde4da4806a9

Observation 873fd560-5129-4d6c-b481-b73f0be78aae · outbound

This paper cites VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation

Reference 29

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no resolver link, observed 2026-08-12T17:06:37.491156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.491156Z digest=sha256:8b63f66a1852f370e4c788d60747e3011a3d2774b392cfaa5d1678b807103b6e

Observation ded23c0d-33ab-413f-9f00-30ef6b2d05fa · outbound

This paper cites Pika: Text to video ai, 2024.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Pika: Text to video ai, 2024

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.296145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.496373Z digest=sha256:006ffe1116fc63d294725df15f82fcf2bee81509ecbfdb9c08aee178322fa315

Observation 73235f77-6b7b-42f7-8f6b-3435f6620775 · outbound

This paper cites Worldsimbench: Towards video generation models as world simulators, 2024.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Worldsimbench: Towards video generation models as world simulators, 2024

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.281638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.500450Z digest=sha256:9cf7fd67d715ad0803b077ac2ba3632678c52954cf838c44c3a05a077991d78c

Observation 29abfcb1-1516-4c8b-aa66-635374c9f365 · outbound

This paper cites Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Reference 32

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no resolver link, observed 2026-08-12T17:06:37.504245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.504245Z digest=sha256:5cbfb2aa65055780ef73a3fe77ff9f0523a1c22eddf9b0b26617a490153bcd2f

Observation 6a6ceed8-3aee-4618-8d4e-e9d46a593342 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Learning Transferable Visual Models From Natural Language Supervision

Reference 33

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no resolver link, observed 2026-08-12T17:06:37.509277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.509277Z digest=sha256:82cb3a1a0d9b5f1ec1124d589928652c76823c39bdf7d7c147c077eb8a51dfe5

Observation 807809d1-3a47-4fe6-837a-ced3c35a55eb · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.513722Z digest=sha256:66071f3e6ced4df41df5f8abd75e178e6038b8551d193cb095544def82a9c924

Observation 313273bc-7ea1-488a-bee8-9485119c587d · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality SAM 2: Segment Anything in Images and Videos

Reference 35

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no resolver link, observed 2026-08-12T17:06:37.519318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.519318Z digest=sha256:a32ad76fd480834143645fbd8f36927260ad09d899253fb1953797cb7b25fccc

Observation 63cb781d-3568-49e8-acbd-6ce2ab20816f · outbound

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

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality High-resolution image synthesis with latent diffusion models

Reference 36

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source=pdf_text observed=2026-08-12T17:06:37.523507Z digest=sha256:82b79142b6f4e9ead858440547a7add02d8834509019d7d1bbeba32ec2d9fb53

Observation 930e069c-e705-43ed-8e78-f13e11ba8a1f · outbound

This paper cites The earth mover’s distance as a metric for image retrieval.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality The earth mover’s distance as a metric for image retrieval

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.527467Z digest=sha256:60c04baa1ea53e4962aa0306b5530e60883650f62213b66eec337a67cefd72c6

Observation 63a8bee9-ea8f-410b-a1ba-d77015bc7f1b · outbound

This paper cites Improved techniques for training gans.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Improved techniques for training gans

Reference 38

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no resolver link, observed 2026-08-12T17:06:37.532143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.532143Z digest=sha256:7c430b35b446fdc81e62eae671f919ae6cf7f9aaacc75df78e3ee5fa1522924c

Observation 74ac7a78-ed64-4290-95eb-1da17fc626e6 · outbound

This paper cites Ucf101: A dataset of 101 human actions classes from videos in the wild.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Ucf101: A dataset of 101 human actions classes from videos in the wild

Reference 39

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raw_fallback, observed 2026-08-12T17:06:38.229083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.536462Z digest=sha256:fa6c6cdc86ebe6074f5b3426b761b0013a7275c05de9f34bcf46f44189c7aafc

Observation 4d3a7d84-04d3-4c2b-aede-c0962d7491de · outbound

This paper cites Mocogan: Decomposing motion and content for video generation.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Mocogan: Decomposing motion and content for video generation

Reference 40

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raw_fallback, observed 2026-08-12T17:06:38.214207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.541112Z digest=sha256:464cbce85af7b8403b461a3a5d57a351fe555206560d11a4dd01a23c2b309672

Observation 065a98cc-f4d2-43e6-ba8e-d3798c298070 · outbound

This paper cites Towards Accurate Generative Models of Video: A New Metric & Challenges.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Towards Accurate Generative Models of Video: A New Metric & Challenges

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.545005Z digest=sha256:566dc3f9e3f4938a6daf790fe0db058f124b36ee17c541eaab4523dd9139c6dd

Observation 59197ed3-353b-4fc9-a10d-455548c96585 · outbound

This paper cites Generating videos with scene dynamics.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Generating videos with scene dynamics

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.196372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.549231Z digest=sha256:9976d2bb03efb493ae98877a3447d1256fd8749e108e54f6c35321c8b08c53ef

Observation 93065dd0-4ec0-4f48-b69a-079396c0fd6e · outbound

This paper cites Modelscope text-to-video technical report, 2023.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Modelscope text-to-video technical report, 2023

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.180640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.553311Z digest=sha256:5ec77c53d98782eb4187f7196c463bb4e7bf464785bd1ea01498c4d837ccee30

Observation f6e8df90-4453-4d4f-8aa0-efdaa326e61e · outbound

This paper cites Vidprom: A million-scale real prompt-gallery dataset for text-to-video diffusion models,.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Vidprom: A million-scale real prompt-gallery dataset for text-to-video diffusion models,

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.167271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.557279Z digest=sha256:f58a61ae31cca9b97d18ef882b25de435fc392bd0d4f7b6ef0e663394a7c012a

Observation 55a46735-7441-4b26-8d39-2de720e7c9f2 · outbound

This paper cites DriveDreamer: Towards Real-world-driven World Models for Autonomous Driving.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality DriveDreamer: Towards Real-world-driven World Models for Autonomous Driving

Reference 45

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.561825Z digest=sha256:0691a924e41fbae16e9304960c0e56fabd0cad60becada3aee2e627c66d31d35

Observation cf296fa6-052f-45f8-b627-500e2cfe9b21 · outbound

This paper cites Driving into the future: Multiview visual forecasting and planning with world model for au- tonomous driving.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Driving into the future: Multiview visual forecasting and planning with world model for au- tonomous driving

Reference 46

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no resolver link, observed 2026-08-12T17:06:37.566165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.566165Z digest=sha256:4b1e413c6aba0019a419e2ac52a1b8ea5d43e21f8b71efda2565a9c86c04977e

Observation 071bc66e-8dba-4a17-ba87-a499c0582ce6 · outbound

This paper cites Video quality as- sessment based on structural distortion measurement.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Video quality as- sessment based on structural distortion measurement

Reference 47

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raw_fallback, observed 2026-08-12T17:06:38.142438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.570245Z digest=sha256:ac6a287e3ef8cc523f88534dfa675a4c2625af30ea936d7ad371bc0cb7f2536d

Observation 486811fc-96a9-42b9-8ceb-37d3a7f8108c · outbound

This paper cites Weakly supervised correspondence learning.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Weakly supervised correspondence learning

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.125515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.574045Z digest=sha256:be097a739b5d31f9123ea957ead38297e2590797dd2432dec1e6ccdec332f72f

Observation 2f3aa2a0-90eb-4543-b7df-764260c45a4d · outbound

This paper cites Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation

Reference 49

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.578042Z digest=sha256:8c5b47d2aaa90aea88cda3fcb24845ed45d5c2b99b614e7d02a067ce1c0a41cf

Observation ffbfb699-ab4a-4951-b58d-c880b0e17d64 · outbound

This paper cites A survey on video dif- fusion models.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality A survey on video dif- fusion models

Reference 50

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.110554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.582556Z digest=sha256:4948aee128bfb3d0a2fceed1d323f8b63fd610fd75e1943d7a050c7d7a87ec90

Observation 7f32d482-9d9a-4fd2-872a-4b1a595e725c · outbound

This paper cites VideoGPT: Video Generation using VQ-VAE and Transformers.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality VideoGPT: Video Generation using VQ-VAE and Transformers

Reference 51

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no resolver link, observed 2026-08-12T17:06:37.587371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.587371Z digest=sha256:f4bb7fbdcb84023ad6326965539d21260d2dc6933a145e2c27efa849dda5e89f

Observation 83a56c83-728e-4332-b32a-5f83e17c1494 · outbound

This paper cites Dif- fusion probabilistic modeling for video generation.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Dif- fusion probabilistic modeling for video generation

Reference 52

Resolution
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no resolver link, observed 2026-08-12T17:06:37.591625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.591625Z digest=sha256:c66c2ab06a1e822cd0eea717c1db8ba754dbd632f031ae9770fcf5f5fcffaacf

Observation 6cf711e2-217c-453d-82b9-274c999aa922 · outbound

This paper cites Seqgan: Sequence generative adversarial nets with policy gradient.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Seqgan: Sequence generative adversarial nets with policy gradient

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.083823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.596181Z digest=sha256:01905e19383b6fb812e616fe7247fa466a482bd8684bc8162de42443bcffbce8

Observation b70788f8-58a1-4c77-8421-6165e4d9c30d · outbound

This paper cites Physics-based human 10 motion estimation and synthesis from videos.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Physics-based human 10 motion estimation and synthesis from videos

Reference 54

Resolution
verified exact
raw_fallback, observed 2026-08-12T17:06:37.754486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.602303Z digest=sha256:c6bd72d8b60c45f442c27be4ae36b5dd667341091b059e895a5314509836dc1d

Observation bfb88718-aefd-4ba9-afe1-842f2e86c932 · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Adding conditional control to text-to-image diffusion models

Reference 55

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no resolver link, observed 2026-08-12T17:06:37.608118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.608118Z digest=sha256:3f6b2b6d8075bd62a77c841e582a2d76c7f4194188f92eff91de9d9206b4f315

Observation 5cc096cf-822e-4307-80b2-9aead945e4c7 · outbound

This paper cites A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T17:06:37.612713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.612713Z digest=sha256:0fb015851d347e6f85dffb4c2fab01cb5aa56bf4999d4c4ebc78ca8ba59f65a3

Observation 06443acd-0962-40c0-81fe-b737681c5692 · outbound

This paper cites Magicvideo: Efficient video generation with latent diffusion models, 2023.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Magicvideo: Efficient video generation with latent diffusion models, 2023

Reference 57

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verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.060357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.617037Z digest=sha256:57da6234b0f92809450e4fdd0154cd0d66ffdaec53666a3381ea3db1d20ee926

Observation 0497b147-e440-4826-8c0c-3a53be68cc3c · outbound

This paper cites Cocon: Cooperative-contrastive learning.

What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality Cocon: Cooperative-contrastive learning

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T17:06:38.047297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T17:06:37.621081Z digest=sha256:9137bff55ab04e8fed0029a531a73f49a0c62757630421b2fbf2ad16fa14d77d

Pith citing papers

Observation fb23a990-7940-43ac-8a4f-9fcb5e0f27c4 · inbound

PhyEdit: Towards Real-World Object Manipulation via Physically-Grounded Image Editing cites this paper.

PhyEdit: Towards Real-World Object Manipulation via Physically-Grounded Image Editing What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:45:50.257934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T18:54:47.451103Z digest=sha256:6578d5768db3442e3409ca2f3998607338c23a525f172215a52ece3c5f5e45d3

Observation 3e922897-65ae-4521-87df-14dac579f08a · inbound

AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks? cites this paper.

AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks? What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-06-29T16:43:40.125907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-29T16:39:02.568750Z digest=sha256:c77dee0075080a8f3eb2e75241f44c41af29d4e407c5adb064c715d143348fbe

Observation aae3a06b-48c2-4631-bea1-6df9a5e9aa2a · inbound

Benchmarking Single-Factor Physical Video-to-Audio Generation cites this paper.

Benchmarking Single-Factor Physical Video-to-Audio Generation What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-06-29T07:43:13.366233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-29T07:41:56.917119Z digest=sha256:a4ba89de9a3349a82909be13bf3eaa2ea3e4e0dbbd242111d6cc66991aafd5bb

Observation b0485cb6-0cb9-4947-b109-a2c8763a8646 · inbound

Physics-IQ Verified cites this paper.

Physics-IQ Verified What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:29:15.620984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-26T21:13:36.568700Z digest=sha256:58536e40cfb051c80f74374ee1a5540119418b0903b219af4ba64e1798ce1e57