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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 16 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 2026-08-16T06:30:59.297886+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.

source=pdf_text observed=2026-08-12T17:06:37.359274Z digest=sha256:5c69a4f3f983533a7733055bd5ce4295ea954ab95a0649d0d860c825658037e9

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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no resolver link, observed 2026-08-12T17:06:37.364487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.364487Z digest=sha256:d01f8bf341f3e85f94402cc67a77ca8a36715b551c74bbf0f9feb1187fd28166

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.

source=pdf_text observed=2026-08-12T17:06:37.369458Z digest=sha256:c2af5eb72d88019bbccb72270ae78aefd16d3fd61beeaa6020b32029414909bf

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=sha256:4501651f2f763ed57542afb8370b4e9db53e1bf8c1723ab1fcd56ca88233565d

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.378572Z digest=sha256:ac68979f36496ce01d4f0153494718f2521e045dca90ee824b066809e2ad8ae1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.382160Z digest=sha256:ba4529cdf292f12eb5dece79ad6e9110671de697ba98e9c60985eacbd83ebcae

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.

source=pdf_text observed=2026-08-12T17:06:37.385835Z digest=sha256:ac6989657e8c0773444928bedd6901888ed04b322c3f9b70228b59efc7c41e3a

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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verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.390270Z digest=sha256:57509a0dbf6bdc249e63ecac4048b1f8ec0bb0ff5f0c2394c5478daf91824184

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=sha256:7bb06e27c5295ceab4275c869ca32fb3b3d53aa5b58bd04a5a9d0069f28d40bb

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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verified fuzzy
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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.408528Z digest=sha256:c01ec8de2e7436d61fdbf242582698b4677ee448355ac517c593ce6b024bc619

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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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 2026-08-16T06:30:59.297886+00:00.

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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:fecf878e6f22a300d9333a223fb8ddb2d07baab7088dfaed1aedf422e9bc5a3e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.422138Z digest=sha256:dcc5e2e95d3cd9034e2b65f31736c30ded9071c4b3466707f17cd138d1f8f1fc

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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verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.426712Z digest=sha256:2a404a99ad31c3bac4dd183fc068a454457217e3aafb37c4259513831fe405dd

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=sha256:5607aaf5cd1c53b2e45c03bed03797787e809b7a7af94cde14e58ebce8266491

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 2026-08-16T06:30:59.297886+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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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.455343Z digest=sha256:f0bc8f01b8e14f69e3eea5bf74b135001e43ad7742475c32b6fa3e3e3041353a

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.459436Z digest=sha256:f886ddd96f4745a08cf3e267c4ef9644b3190523dcaa7957bb7fc61bd2ca53d2

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:ef4eb2b967a37e6e33b9a7f08fb7b15aabbcb0a799fd3d79a4e9508d050ad5af

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.469217Z digest=sha256:536cf8a7a1c8fd5237d44df65ccb7d8b45159b5900abda27e4f32ff7551c8b6a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.473668Z digest=sha256:68e8a5a7c5590efc6cec1c424f5a8da0bf5450e145da9f41ed9aacd50ab6cc3a

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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no resolver link, observed 2026-08-12T17:06:37.478260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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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no resolver link, observed 2026-08-12T17:06:37.483010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.483010Z digest=sha256:d31e482f238a13e58a9567dbf0730a71a3526cc7620e9c2e801be47ae17a4215

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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unresolved
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:f064191584090924623357c8301c4acddd6da61894bb6847e882cdb5aa978a82

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=sha256:02c3de80633c84003397018686a48efdc8909b9bcaf1362fdb822106ef82b3ce

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.496373Z digest=sha256:bc08265eb51353ae23458711eca3f5b0e64ff3e140fda05bdcf769d3e646c131

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.500450Z digest=sha256:ca73c3fcd673819215871ead4669cc94a038ccee2b4affd15090fbcb4f9f5fb7

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.504245Z digest=sha256:ec6b7d585f92c4ca86a34be9323fa96f04e91c3383c4b22b0870d8ceab61cc32

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=sha256:5a671e29a72113cd037b600a81a2acdac482d9af8c7f4c52335952e2974a34b8

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:a29fb0aea641cb4a8e126bec2631fdde0008568edaa794cbf17a64adb714cee2

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=sha256:0aba4e8c61ce5bb9713c4713f3db88ce17a2593df0a6b3a473e6f272e8bdfad0

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:b59093716d0e30ca79557efee928d83d1357c6cbe3ed25557d96893b08f304f3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.527467Z digest=sha256:2f158ae9b3f1b89428a47e2f2f26672896be97a050d841b67066df49ded8f230

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:b7d6ab146062ea6307df9b0131a7cfb4a4135b394d3335ed7cef0c1b4150c257

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.536462Z digest=sha256:9754e9f795945f9c64e0d010548c4bfc93959d5f5851d3418c7e09fe4961cfbb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.541112Z digest=sha256:6957849cbba9b752ff835c919d019d59c0ba46e2ec00805fa9440c0a15d17c06

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=sha256:1f62deaa4cc82db1a624f7a93f2400753c51fad3db780a336312b74073be9b13

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.549231Z digest=sha256:1660db2b9753cd0cd2b73b43c85146b2d477f70db3b36abaf145ad68178853c8

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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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.553311Z digest=sha256:f0fbefd03ea92dad1820d97cd16644e9812a7b6d82e7cc1739ab10b852a5691e

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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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.557279Z digest=sha256:7e0e3ffa25cd90cbdee22a59ce086e92fd689dca662f2a537b4e561e603b241c

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=sha256:872e28d57733f780ef8f5b998aad1ed27517a58587736c0ed6150898c503f882

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=sha256:5c34b8543d5219560a52508e1079fd3e51906ecb26363d71b60d8329c1016953

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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verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.570245Z digest=sha256:e7118aad21d5649e01bf67803358a4ecfe15f7aa881e8fe8850a66b55725c94f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.574045Z digest=sha256:f58f967a26139fd6c7857356de2ce4814e7e5b5167ba56dfda14a699f2860bd5

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=sha256:66fc230c705ba230aff0366615130a5e727407f67129ade3f3bd967c58cd33d7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.582556Z digest=sha256:30b6c49e9d1a25974d2a90a8ce2259eb3a919a2c9d0928523e195024676a0d39

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.587371Z digest=sha256:25cf89926d60213f1bce609c91b94059594cfb1f4be7fd49a07f302bf432195b

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

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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=sha256:25c183e89909e80c9fe076b9641ef07feafc9ff5396702189162dcf92e96016a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.596181Z digest=sha256:b45714b149fa90f687ae7c7ddcad82471078b173a1ab08349f48eeaca0989417

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.602303Z digest=sha256:88f541be349fd0905e03437adf758072415a37e4f73d2b738891e2090f8a3c78

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:37.608118Z digest=sha256:78f998298901a4bbe74bdea2b7dc2861167666988e35c7661138fd93fe3286b1

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

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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:f532c1e75645d8b4b04a17c840c9e076e76e65858c478c584317f438e68781a6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.617037Z digest=sha256:5811b445435bc056a5899400fc94cd808250a31183fe0c9ae4671b6d970e8fd6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T17:06:37.621081Z digest=sha256:957928b65b58e23e4fdc3ef048065920f8abad8921deb922861b4cfa45ec262d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-10T18:54:47.451103Z digest=sha256:5218d453d2d05206c138cb0b443aff95f2534a7487c8276126610747c7c6df3e

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T16:39:02.568750Z digest=sha256:408c787d08966393cfd7579dbeb87d6d39fb2a7e52b963ac48e0d71646a4ed3f

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T07:41:56.917119Z digest=sha256:443802753e9fbdbbe2f49031d40bf9fed4244062f0d711d9e765c2f6e084e0b2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-26T21:13:36.568700Z digest=sha256:a583785719b4c568a8f61d2b2aca0330ee7ca3c80e0fa98b9894ed248dd87f5a