Paper Citation Record · LEDGER

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation

As of 18 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2607.16947.

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

pith.paper-citation-record.v1
2607.16947 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T19:33:06.822584Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:36:01.036574Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T00:36:01.306938Z

Reference resolution

52 of 52 outbound references displayed

verified exact0
verified fuzzy0
unresolved52
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6a3fe1b-436b-4008-8b80-11e41939d3f9 · outbound

This paper cites Videophy: Evaluating physical commonsense for video generation.ICLR, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Videophy: Evaluating physical commonsense for video generation.ICLR, 2025

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.470997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087d6028-ce69-4bf7-bf1d-e1f662b0f4e2 · outbound

This paper cites VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation.

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

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Observation 71184ea0-57c8-477a-a13c-bcbfe7ab3962 · outbound

This paper cites A Note on the Inception Score.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation A Note on the Inception Score

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.605167Z

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Observation edd02ddc-c2b2-4663-87b4-25e00586eeb6 · outbound

This paper cites Curricu- lum learning.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Curricu- lum learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.667148Z

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Observation 8a238d4f-ba5d-4100-83cf-6539782b6a8f · outbound

This paper cites Hierarchical fine-grained preference optimization for physically plausible video generation.NeurIPS, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Hierarchical fine-grained preference optimization for physically plausible video generation.NeurIPS, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.719052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fda2ce6-4840-46ff-80ad-b5fa2a3d8a07 · outbound

This paper cites Deep reinforcement learning from human preferences.NeurIPS, 2017.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Deep reinforcement learning from human preferences.NeurIPS, 2017

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.781879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 887b8781-bf4b-4b97-82d6-9b45a1f262db · outbound

This paper cites Understanding world or predicting future? a comprehensive survey of world models.ACM Computing Surveys, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Understanding world or predicting future? a comprehensive survey of world models.ACM Computing Surveys, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.837295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9871ad53-b8de-4fc1-8411-92e610c07b23 · outbound

This paper cites LTX-Video: Realtime Video Latent Diffusion.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation LTX-Video: Realtime Video Latent Diffusion

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.905908Z

Source-reported events for the cited work

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Observation 95015b73-23a5-49aa-9da1-bc1296c846df · outbound

This paper cites Co-teaching: Robust training of deep neural networks with extremely noisy labels.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Co-teaching: Robust training of deep neural networks with extremely noisy labels

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:03.952423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d567dd91-b786-48dc-b649-aa0fb1935cd4 · outbound

This paper cites Enhancing Physical Plausibility in Video Generation by Reasoning the Implausibility.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Enhancing Physical Plausibility in Video Generation by Reasoning the Implausibility

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.023158Z

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Observation 8158d4b9-be0e-4c0e-aef9-63ccc13b59e9 · outbound

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

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Clipscore: A reference-free evaluation metric for image captioning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.076136Z

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Observation 6e05dc66-9fa9-4401-a48c-0b677fecd963 · outbound

This paper cites Lora: Low-rank adaptation of large language models.ICLR, 2022.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Lora: Low-rank adaptation of large language models.ICLR, 2022

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.150711Z

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Observation 0f900c9b-332d-43c3-8b0d-3508cb32beae · outbound

This paper cites Vistadpo: Video hierarchical spatial-temporal direct preference optimization for large video models.ICML, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Vistadpo: Video hierarchical spatial-temporal direct preference optimization for large video models.ICML, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.203949Z

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Observation a5320cdd-73f7-4f7d-aebd-51616e968083 · outbound

This paper cites Vbench: Comprehensive benchmark suite for video generative models.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Vbench: Comprehensive benchmark suite for video generative models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.254901Z

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Observation 2b247ab9-0498-4b4d-a3a3-7a0971cdf8df · outbound

This paper cites Physmas- ter: Mastering physical representation for video generation via reinforcement learning.arXiv preprint arXiv:2510.13809, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Physmas- ter: Mastering physical representation for video generation via reinforcement learning.arXiv preprint arXiv:2510.13809, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.306812Z

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Observation a1242d1d-aad2-49d6-bc33-af5269cbdd60 · outbound

This paper cites HuViDPO:Enhancing Video Generation through Direct Preference Optimization for Human-Centric Alignment.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation HuViDPO:Enhancing Video Generation through Direct Preference Optimization for Human-Centric Alignment

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.356173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a0372bd-fc77-4664-bfff-66054f3c706c · outbound

This paper cites How far is video generation from world model: A physical law perspective.ICML, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation How far is video generation from world model: A physical law perspective.ICML, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.405951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6773beee-a219-4286-b493-11ed4e38bd8d · outbound

This paper cites Musiq: Multi-scale image quality transformer.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Musiq: Multi-scale image quality transformer

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.473609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebabb428-24b8-4dd2-9c60-190dd4e7069a · outbound

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

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.553310Z

Source-reported events for the cited work

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Observation bf4e3443-4391-4c56-88da-44e702ee31dd · outbound

This paper cites What about gravity in video generation? post-training newton’s laws with verifiable rewards.arXiv preprint arXiv:2512.00425, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation What about gravity in video generation? post-training newton’s laws with verifiable rewards.arXiv preprint arXiv:2512.00425, 2025

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.628070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d3f609-32ef-4574-b824-891e9147078f · outbound

This paper cites Videodpo: Omni-preference alignment for video diffusion generation.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Videodpo: Omni-preference alignment for video diffusion generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.730904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c4b76e3-e405-4e19-a9b4-4d48688ca2a5 · outbound

This paper cites Physgen: Rigid-body physics-grounded image-to-video generation.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Physgen: Rigid-body physics-grounded image-to-video generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.809123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a62b74b1-2aee-4071-882d-6fb82191a20b · outbound

This paper cites Evalcrafter: Benchmarking and evaluating large video generation models.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Evalcrafter: Benchmarking and evaluating large video generation models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.890848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea3bf93e-939d-4aea-8145-326054c90500 · outbound

This paper cites Decoupled weight decay regularization.ICLR, 2019.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Decoupled weight decay regularization.ICLR, 2019

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.942221Z

Source-reported events for the cited work

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Observation cbc9f32b-4f2b-4a59-8690-85a7c285c599 · outbound

This paper cites Contextanyone: Context-aware diffusion for character-consistent text-to-video generation.arXiv preprint arXiv:2512.07328, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Contextanyone: Context-aware diffusion for character-consistent text-to-video generation.arXiv preprint arXiv:2512.07328, 2025

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:04.999366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc6f76b-4a0b-4b80-b235-5728e2041b1f · outbound

This paper cites Towards world simulator: Crafting physical commonsense-based benchmark for video generation.ICML, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Towards world simulator: Crafting physical commonsense-based benchmark for video generation.ICML, 2025

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.094341Z

Source-reported events for the cited work

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Observation d0be5d56-1ad8-4e9f-920a-4dd982c307a1 · outbound

This paper cites Grounding creativity in physics: A brief survey of physical priors in aigc.IJCAI, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Grounding creativity in physics: A brief survey of physical priors in aigc.IJCAI, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.144544Z

Source-reported events for the cited work

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Observation 061a6a70-fa80-4978-a645-3b23ca5a9683 · outbound

This paper cites Phymagic: Physical motion-aware gener- ative inference with confidence-guided llm.ECCV, 2026.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Phymagic: Physical motion-aware gener- ative inference with confidence-guided llm.ECCV, 2026

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.207245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f5ed4ad-7f61-41f2-aa0d-4671c3480759 · outbound

This paper cites Video generation models as world simulators.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Video generation models as world simulators

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.259934Z

Source-reported events for the cited work

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Observation b9a444ed-ca7e-4b2e-ae46-f04c795ef3b3 · outbound

This paper cites RDPO: Real Data Preference Optimization for Physics Consistency Video Generation.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation RDPO: Real Data Preference Optimization for Physics Consistency Video Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.318987Z

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Observation 7e1f85aa-73b6-4f3c-8b9b-ba87f4bd5895 · outbound

This paper cites Learning transferable visual models from natural language supervision.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Learning transferable visual models from natural language supervision

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.419885Z

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Observation f814d13d-cdfb-4804-8fc9-9e00e61ff88e · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.NeurIPS, 2023.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Direct preference optimization: Your language model is secretly a reward model.NeurIPS, 2023

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.500052Z

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Observation fdcf78fb-8165-486d-a569-20becef05731 · outbound

This paper cites Learning to reweight examples for robust deep learning.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Learning to reweight examples for robust deep learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.577629Z

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Observation 04d83f26-fb5c-4d79-8d4f-f91aaca7a98c · outbound

This paper cites Physmotion: Physics-grounded dynamics from a single image.3DV, 2026.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Physmotion: Physics-grounded dynamics from a single image.3DV, 2026

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.604747Z

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Observation 34bcc05b-1983-41c0-9d9c-6510023a03ac · outbound

This paper cites Raft: Recurrent all-pairs field transforms for optical flow.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Raft: Recurrent all-pairs field transforms for optical flow

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.684476Z

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Observation 5fdf0ac8-a47a-47e0-a89c-bf26150a0fe8 · outbound

This paper cites Fvd: A new metric for video generation.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Fvd: A new metric for video generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.729484Z

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Observation a41ef478-eb4d-44c5-9952-46e5f79a4a49 · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.808898Z

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Observation 49383ea5-b189-426b-9a5c-f27972665d5c · outbound

This paper cites Wisa: World simulator assistant for physics-aware text-to-video generation.NeurIPS, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Wisa: World simulator assistant for physics-aware text-to-video generation.NeurIPS, 2025

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.873349Z

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Observation 7391740c-f3f7-4143-94b0-1eb483431fba · outbound

This paper cites Physcorr: Dual-reward dpo for physics- constrained text-to-video generation with automated preference selection.arXiv preprint arXiv:2511.03997, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Physcorr: Dual-reward dpo for physics- constrained text-to-video generation with automated preference selection.arXiv preprint arXiv:2511.03997, 2025

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.930580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ea3549c-c12a-41ff-9994-48fc6a364bf1 · outbound

This paper cites A survey on curriculum learning.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation A survey on curriculum learning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:05.979839Z

Source-reported events for the cited work

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Observation 764d9002-ea7b-4914-a0f7-7f88090c6ee6 · outbound

This paper cites Internvid: A large-scale video-text dataset for multimodal understanding and generation.ICLR, 2024.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Internvid: A large-scale video-text dataset for multimodal understanding and generation.ICLR, 2024

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.055870Z

Source-reported events for the cited work

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Observation 91402689-1297-49cb-a95f-3cdb3840b63c · outbound

This paper cites Densedpo: Fine-grained temporal preference optimization for video diffusion models.NeurIPS, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Densedpo: Fine-grained temporal preference optimization for video diffusion models.NeurIPS, 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.139938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88d04606-c22b-4eb3-9497-4d47ef09d980 · outbound

This paper cites Physgaussian: Physics-integrated 3d gaussians for generative dynamics.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Physgaussian: Physics-integrated 3d gaussians for generative dynamics

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.192730Z

Source-reported events for the cited work

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Observation 6d5cf34c-82be-4361-a2cc-3dc6465d72a3 · outbound

This paper cites VideoCLIP: Contrastive pre-training for zero-shot video-text understanding.EMNLP, 2021.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation VideoCLIP: Contrastive pre-training for zero-shot video-text understanding.EMNLP, 2021

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.267776Z

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Observation 6510dc96-b8ac-44ee-8886-146cf0835a7d · outbound

This paper cites Phyt2v: Llm-guided iterative self-refinement for physics-grounded text-to-video generation.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Phyt2v: Llm-guided iterative self-refinement for physics-grounded text-to-video generation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.320683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc196208-346e-4b50-9750-ffa52975afdf · outbound

This paper cites Qwen3 Technical Report.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Qwen3 Technical Report

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.400190Z

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Unavailable: canonical work link unavailable.

Observation f778a3f9-1b68-44d6-bd41-01521821c64b · outbound

This paper cites Depth anything: Unleashing the power of large-scale unlabeled data.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Depth anything: Unleashing the power of large-scale unlabeled data

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.476026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a910ce3-9d10-47ea-bfb0-1e119d1c9a85 · outbound

This paper cites Cogvideox: Text-to-video diffusion models with an expert transformer.ICLR, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Cogvideox: Text-to-video diffusion models with an expert transformer.ICLR, 2025

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.530030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c3abd9-e377-4d8b-9f45-b991ee433ea2 · outbound

This paper cites Inference-time physics alignment of video gener- ative models with latent world models.arXiv preprint arXiv:2601.10553, 2026.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Inference-time physics alignment of video gener- ative models with latent world models.arXiv preprint arXiv:2601.10553, 2026

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.601813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aaa0483-d2a5-49e9-bdee-d9e04380b29d · outbound

This paper cites Think before you diffuse: Llms-guided physics-aware video generation.arXiv preprint arXiv:2505.21653, 2025.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Think before you diffuse: Llms-guided physics-aware video generation.arXiv preprint arXiv:2505.21653, 2025

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.688570Z

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Unavailable: canonical work link unavailable.

Observation 97eadecb-6603-4cb3-aeef-ee588ca478a1 · outbound

This paper cites Physrvg: Physics- aware unified reinforcement learning for video generative models.arXiv preprint arXiv:2601.11087, 2026.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Physrvg: Physics- aware unified reinforcement learning for video generative models.arXiv preprint arXiv:2601.11087, 2026

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.757158Z

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Observation ed83d256-f265-4afb-a24f-de02bf6bf18e · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.NeurIPS, 2023.

When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation Judging llm-as-a-judge with mt-bench and chatbot arena.NeurIPS, 2023

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-01T19:33:06.822584Z

Source-reported events for the cited work

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Pith citing papers

Observation 1fd55159-d00a-4060-885b-2c879ece720d · inbound

Multi-Branch Policy Optimization for Multimodal Large Language Models cites this paper.

Multi-Branch Policy Optimization for Multimodal Large Language Models When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:36:01.312293Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.