Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 53 inbound Pith citation observations for arXiv:2503.06800.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T20:36:25.525906Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:19:51.020711Z
Reference resolution
0 of 0 outbound references displayed
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External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 101b1ba2-fbfd-4999-b886-9c911a6af147 · inbound
VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation Models cites this paper.
VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5952afe4-b42d-4238-8458-97351e4b5921 · inbound
"PhyWorldBench": A Comprehensive Evaluation of Physical Realism in Text-to-Video Models cites this paper.
"PhyWorldBench": A Comprehensive Evaluation of Physical Realism in Text-to-Video Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5408ffb6-a523-4df4-b901-5475e57ec79a · inbound
Can Your Model Separate Yolks with a Water Bottle? Benchmarking Physical Commonsense Understanding in Video Generation Models cites this paper.
Can Your Model Separate Yolks with a Water Bottle? Benchmarking Physical Commonsense Understanding in Video Generation Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8814fc66-f840-41c2-83fd-f5297fd85d97 · inbound
Human Preference-Aligned Concept Customization Benchmark via Decomposed Evaluation cites this paper.
Human Preference-Aligned Concept Customization Benchmark via Decomposed Evaluation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3512bfe1-4b8d-4c9d-99a2-9424d273ac60 · inbound
Enhancing Physical Plausibility in Video Generation by Reasoning the Implausibility cites this paper.
Enhancing Physical Plausibility in Video Generation by Reasoning the Implausibility VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
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- arxiv_id, observed 2026-05-18T12:56:24.343732Z
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.
Observation feea1a15-9db2-4ab4-8253-1d0e571742b9 · inbound
World Simulation with Video Foundation Models for Physical AI cites this paper.
World Simulation with Video Foundation Models for Physical AI VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T23:01:13.918325Z
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.
Observation 500a90b3-6903-4d27-8f9b-9b60434e040c · inbound
MASS: Motion-Aware Spatial-Temporal Grounding for Physics Reasoning and Comprehension in Vision-Language Models cites this paper.
MASS: Motion-Aware Spatial-Temporal Grounding for Physics Reasoning and Comprehension in Vision-Language Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:59:08.743022Z
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.
Observation 2eaf1f6a-91c2-4d27-b10a-c018831d97ce · inbound
Generative Action Tell-Tales: Assessing Human Motion in Synthesized Videos cites this paper.
Generative Action Tell-Tales: Assessing Human Motion in Synthesized Videos VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 7
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7661578d-9147-4d74-b3f5-cc93263bf7bd · inbound
PhyDetEx: Detecting and Explaining the Physical Plausibility of T2V Models cites this paper.
PhyDetEx: Detecting and Explaining the Physical Plausibility of T2V Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 5
- Resolution
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- arxiv_id, observed 2026-05-21T18:00:27.237634Z
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.
Observation 8a6a0aeb-f9d3-42e4-80ff-be1b46426c19 · inbound
ProPhy: Progressive Physical Alignment for Dynamic World Simulation cites this paper.
ProPhy: Progressive Physical Alignment for Dynamic World Simulation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T01:08:47.998118Z
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.
Observation 98814dd8-c6bb-49dc-8692-50fc179782af · inbound
Agentic Physical AI toward a Domain-Specific Foundation Model for Nuclear Reactor Control cites this paper.
Agentic Physical AI toward a Domain-Specific Foundation Model for Nuclear Reactor Control VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T17:00:23.976691Z
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.
Observation 4ed3be5e-8e4f-4170-a9ab-4d69a8c8e3c6 · inbound
Self-Refining Video Sampling cites this paper.
Self-Refining Video Sampling VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
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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.
Observation c657b1b5-45b9-42b6-b311-c1d46f519cb2 · inbound
Evolution of Video Generative Foundations cites this paper.
Evolution of Video Generative Foundations VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 170
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:05:51.471254Z
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.
Observation ddbbf14e-72a5-420a-abb7-34edde3c7d7f · inbound
MoRight: Motion Control Done Right cites this paper.
MoRight: Motion Control Done Right VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:26:01.050690Z
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.
Observation 6f66a35d-6b39-4dba-991d-3817f187d81b · inbound
PhysInOne: Visual Physics Learning and Reasoning in One Suite cites this paper.
PhysInOne: Visual Physics Learning and Reasoning in One Suite VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:25:59.537119Z
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.
Observation 9864ebcd-f30e-4cc2-9c58-0e545b7f4650 · inbound
How Far Are Video Models from True Multimodal Reasoning? cites this paper.
How Far Are Video Models from True Multimodal Reasoning? VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
- metadata mismatch
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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.
Observation 199032ec-d394-47bc-b93f-e3e2d2bee3c2 · inbound
BRITE: A Benchmark for Reliable and Interpretable T2V Evaluation on Implausible Scenarios cites this paper.
BRITE: A Benchmark for Reliable and Interpretable T2V Evaluation on Implausible Scenarios VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 13
- Resolution
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- arxiv_id, observed 2026-05-11T14:41:33.649224Z
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.
Observation 236bef27-0804-4a57-a7eb-11e53c67c88e · inbound
Do Joint Audio-Video Generation Models Understand Physics? cites this paper.
Do Joint Audio-Video Generation Models Understand Physics? VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T03:50:56.767419Z
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.
Observation 68ca9a9f-28a4-45f6-97c7-000e535ba148 · inbound
Do Joint Audio-Video Generation Models Understand Physics? cites this paper.
Do Joint Audio-Video Generation Models Understand Physics? VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T23:45:08.203083Z
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.
Observation c4348ac0-7666-440b-b235-55241b7a45f7 · inbound
SARA: Semantically Adaptive Relational Alignment for Video Diffusion Models cites this paper.
SARA: Semantically Adaptive Relational Alignment for Video Diffusion Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T03:40:54.609388Z
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.
Observation ae39e17c-04af-48de-bf8a-868a40164b10 · inbound
SARA: Semantically Adaptive Relational Alignment for Video Diffusion Models cites this paper.
SARA: Semantically Adaptive Relational Alignment for Video Diffusion Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T23:15:08.007606Z
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.
Observation 42134aa3-572d-4f86-9217-752a2cba9445 · inbound
PhyGround: Benchmarking Physical Reasoning in Generative World Models cites this paper.
PhyGround: Benchmarking Physical Reasoning in Generative World Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:21:27.838360Z
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.
Observation c6006889-d1ff-4cf3-818a-0b4733a448b9 · inbound
CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating cites this paper.
CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T06:02:22.162702Z
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.
Observation 2dac5e39-8a77-4e2b-a560-ced9b61bfc1b · inbound
CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating cites this paper.
CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
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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.
Observation b5c2cfd1-1775-4c66-bdd3-46d10217d19f · inbound
DriveCtrl: Conditioned Sim-to-Real Driving Video Generation cites this paper.
DriveCtrl: Conditioned Sim-to-Real Driving Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 47
- Resolution
- verified exact
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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.
Observation 881ec02c-7a65-4267-a803-556ef6b74eb5 · inbound
NEWTON: Agentic Planning for Physically Grounded Video Generation cites this paper.
NEWTON: Agentic Planning for Physically Grounded Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T10:58:13.762531Z
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.
Observation a98e831c-1b5f-4ca3-91d7-63573d7e2c39 · inbound
PhyWorld: Physics-Faithful World Model for Video Generation cites this paper.
PhyWorld: Physics-Faithful World Model for Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 52
- Resolution
- verified exact
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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.
Observation 5cd09e5e-1276-445c-953d-e2da461e1bdb · inbound
CRONOS: Benchmarking Counterfactual Physical Consistency in Video Models cites this paper.
CRONOS: Benchmarking Counterfactual Physical Consistency in Video Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 6
- Resolution
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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.
Observation c747a6d3-4c52-4ddd-b01f-5d5acc06334a · inbound
LaMo: Self-Supervised Latent Motion Priors for Physical Realism in Video Generation cites this paper.
LaMo: Self-Supervised Latent Motion Priors for Physical Realism in Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
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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.
Observation 3916976f-d93f-406c-9aca-fa3e7b81f9c7 · inbound
Tempered Self-Similarity Alignment for Physically Plausible Video Generation cites this paper.
Tempered Self-Similarity Alignment for Physically Plausible Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T11:44:38.371299Z
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.
Observation 31fa3a2e-2dd7-4854-ba29-969d8e717dd3 · inbound
WBench: A Comprehensive Multi-turn Benchmark for Interactive Video World Model Evaluation cites this paper.
WBench: A Comprehensive Multi-turn Benchmark for Interactive Video World Model Evaluation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 76
- Resolution
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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.
Observation 2dc8fd89-4e71-47a0-8c81-0f5c24d823d7 · inbound
What-If World: A Causal Benchmark for General World Models in Embodied Scenarios cites this paper.
What-If World: A Causal Benchmark for General World Models in Embodied Scenarios VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 9
- Resolution
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- arxiv_id, observed 2026-06-29T18:23:50.403328Z
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.
Observation 928a2668-cecb-4338-97a9-034a1af2aa1c · inbound
Proprio: Latent Self-Scoring and Inference-Time Refinement for Physically Plausible Video Generation cites this paper.
Proprio: Latent Self-Scoring and Inference-Time Refinement for Physically Plausible Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 5
- Resolution
- verified exact
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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.
Observation b092f7a9-95a8-4f84-9bd4-cd2b18a83278 · inbound
YoCausal: How Far is Video Generation from World Model? A Causality Perspective cites this paper.
YoCausal: How Far is Video Generation from World Model? A Causality Perspective VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T08:33:15.610723Z
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.
Observation 2a5c3853-3881-45ff-821b-facdf2267b1e · inbound
OptiWorld: Optimal Control for Video World Generation under Physical Constraints cites this paper.
OptiWorld: Optimal Control for Video World Generation under Physical Constraints VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 23
- Resolution
- verified exact
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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.
Observation c199f755-4fc8-4cc0-8f1d-1a8b4870040a · inbound
MPMWorlds: Material-Point-Method Simulations for Inferring and Extrapolating Physical Dynamics cites this paper.
MPMWorlds: Material-Point-Method Simulations for Inferring and Extrapolating Physical Dynamics VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- verified exact
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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.
Observation d8879029-c4bb-428d-9030-f6d732fd5ae2 · inbound
Physics-Informed Video Generation via Mixture-of-Experts Latent Alignment cites this paper.
Physics-Informed Video Generation via Mixture-of-Experts Latent Alignment VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 43
- Resolution
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- arxiv_id, observed 2026-07-02T07:16:44.758956Z
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.
Observation db7ea51f-8389-43de-bceb-5e4a862c72a0 · inbound
Current World Models Lack a Persistent State Core cites this paper.
Current World Models Lack a Persistent State Core VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T03:49:31.017133Z
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.
Observation 7e2c8aa6-6fec-46e8-a275-c5d9d023e5a7 · inbound
Each Judge Its Own Yardstick: Discovering Per-VLM Taxonomies for Physical Video Evaluation cites this paper.
Each Judge Its Own Yardstick: Discovering Per-VLM Taxonomies for Physical Video Evaluation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T10:09:45.415761Z
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.
Observation 03148a37-6e8a-4ca4-a273-bb1a937b2c8b · inbound
PhysRAG: Enhancing Physics-Awareness in Video Generation via Retrieval-Augmented Generation cites this paper.
PhysRAG: Enhancing Physics-Awareness in Video Generation via Retrieval-Augmented Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T13:19:51.022182Z
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.
Observation 5b8ddd1a-9cf9-47f0-88fd-f3abfedb3e5a · inbound
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments cites this paper.
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T18:25:57.779239Z
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.
Observation 776a5435-d44c-4177-9a53-4db6cf6b2e37 · inbound
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments cites this paper.
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:35:40.499609Z
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.
Observation 9cd71609-d385-4009-b531-d27eaf95c46a · inbound
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments cites this paper.
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-02T20:57:22.806256Z
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.
Observation fbfc599f-82d6-4ac7-9073-49c0a272493f · inbound
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments cites this paper.
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T22:49:00.899176Z
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.
Observation 06aee8cc-d380-4e35-81c5-407ff4d20c72 · inbound
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments cites this paper.
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T17:14:19.770867Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 911c1311-d029-402b-81d2-40a9d4c148af · inbound
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments cites this paper.
MemoBench: Benchmarking World Modeling in Dynamically Changing Environments VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T10:00:09.187494Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42136782-eba8-4cb4-8ca0-4f81411e752f · inbound
Apple-$\pi$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence cites this paper.
Apple-$\pi$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T21:07:22.906584Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 087d6028-ce69-4bf7-bf1d-e1f662b0f4e2 · inbound
When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation cites this paper.
When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T19:33:03.502183Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5920ead6-c2f8-48fb-9f7d-3462801e86f6 · inbound
Thinking in Video: Can Video Generators Really Reason About the Real World? cites this paper.
Thinking in Video: Can Video Generators Really Reason About the Real World? VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T17:47:06.272600Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3f15e8b-0fbc-4760-a54c-db2a3b675253 · inbound
Learning Explicit Physical Parameter Control and Benchmarking for Video Generation cites this paper.
Learning Explicit Physical Parameter Control and Benchmarking for Video Generation VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T14:02:10.808123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6a7e5c4-8726-45ce-a12b-a2e89635b934 · inbound
Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision cites this paper.
Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T02:49:57.720734Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73a0adac-4e87-49e6-b669-293c9e9c6aea · inbound
VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System cites this paper.
VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T08:28:04.629823Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 824e9a33-f5e3-4323-b33b-9064aae12a26 · inbound
GAUGE: A Measurement-Grounded Benchmark for Physical Fidelity in Simulation Engines and Video World Models cites this paper.
GAUGE: A Measurement-Grounded Benchmark for Physical Fidelity in Simulation Engines and Video World Models VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:36:25.525906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.