CoT-Edit: Let CoT Guide Instruction Video Editing | Paper Citation Record

Observation 657b10a4-a0bb-42b0-8f78-5823b143d706 · outbound

This paper cites Scaling instruction-based video editing with a high-quality synthetic dataset.arXiv preprint arXiv:2510.15742, 2025.

CoT-Edit: Let CoT Guide Instruction Video Editing Scaling instruction-based video editing with a high-quality synthetic dataset.arXiv preprint arXiv:2510.15742, 2025

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:35.975532Z

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Observation 1856cfa5-fccf-4d0a-825a-d496f3c5a391 · outbound

This paper cites In- structpix2pix: Learning to follow image editing instructions.

CoT-Edit: Let CoT Guide Instruction Video Editing In- structpix2pix: Learning to follow image editing instructions

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.987406Z

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Observation 408e0bc6-58b0-4827-b1be-96613547c5e7 · outbound

This paper cites HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters.

CoT-Edit: Let CoT Guide Instruction Video Editing HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:35.982238Z

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Observation 18f9807a-5d72-4114-a3c3-70770a3eedaf · outbound

This paper cites Consistent Video-to-Video Transfer Using Synthetic Dataset.

CoT-Edit: Let CoT Guide Instruction Video Editing Consistent Video-to-Video Transfer Using Synthetic Dataset

Reference 4

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Observation b75ff8c6-70e0-4f0d-9f67-4e751ab27f24 · outbound

This paper cites Rass: Improving denoising diffusion sam- plers with reinforced active sampling scheduler.

CoT-Edit: Let CoT Guide Instruction Video Editing Rass: Improving denoising diffusion sam- plers with reinforced active sampling scheduler

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.976630Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db7eded1-6605-4037-9244-54308783348a · outbound

This paper cites Why compress what you can generate? when gpt-4o generation ushers in image compression fields.

CoT-Edit: Let CoT Guide Instruction Video Editing Why compress what you can generate? when gpt-4o generation ushers in image compression fields

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.966130Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c7e8d454-32fa-46ec-9c31-56a81201e8ce · outbound

This paper cites SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing.

CoT-Edit: Let CoT Guide Instruction Video Editing SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:35.997634Z

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Observation eb512c56-8fb9-4959-b4af-05742885a328 · outbound

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

CoT-Edit: Let CoT Guide Instruction Video Editing Clipscore: A reference-free evaluation met- ric for image captioning

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.953342Z

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Observation 48d98d9a-6c21-44d9-86c0-995bf19d8587 · outbound

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

CoT-Edit: Let CoT Guide Instruction Video Editing Imagen Video: High Definition Video Generation with Diffusion Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.005696Z

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Observation f8cba0fc-3fa7-4c3d-93bf-6345952e11fa · outbound

This paper cites Video dif- fusion models.Advances in neural information processing systems, 35:8633–8646, 2022.

CoT-Edit: Let CoT Guide Instruction Video Editing Video dif- fusion models.Advances in neural information processing systems, 35:8633–8646, 2022

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.009394Z

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Observation 25ef2ba6-7d42-469c-831d-7876d2fdfc32 · outbound

This paper cites CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers.

CoT-Edit: Let CoT Guide Instruction Video Editing CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.012707Z

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Observation c1b5049f-49ca-4103-864e-8cf6af35b0b1 · outbound

This paper cites Animate anyone: Consistent and controllable image- to-video synthesis for character animation.

CoT-Edit: Let CoT Guide Instruction Video Editing Animate anyone: Consistent and controllable image- to-video synthesis for character animation

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.934410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 49884281-ad6b-42ba-a8a2-3f56dd32d611 · outbound

This paper cites HunyuanCustom: A Multimodal-Driven Architecture for Customized Video Generation.

CoT-Edit: Let CoT Guide Instruction Video Editing HunyuanCustom: A Multimodal-Driven Architecture for Customized Video Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.019799Z

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Observation 7cde7cc7-1d24-4b9c-aac6-7a87e4f26e5f · outbound

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

CoT-Edit: Let CoT Guide Instruction Video Editing Vbench: Comprehensive bench- mark suite for video generative models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.023233Z

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Observation 4dd9d16c-bfc1-46db-894b-b7216878607e · outbound

This paper cites Anyedit: Edit any knowledge encoded in language models.arXiv preprint arXiv:2502.05628, 2025.

CoT-Edit: Let CoT Guide Instruction Video Editing Anyedit: Edit any knowledge encoded in language models.arXiv preprint arXiv:2502.05628, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.026401Z

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Observation c4b2e429-8f5b-4a6f-b212-61d7d3bcaf88 · outbound

This paper cites Vace: All-in-one video creation and editing.

CoT-Edit: Let CoT Guide Instruction Video Editing Vace: All-in-one video creation and editing

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.029525Z

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Observation e2c88d85-f4ca-499b-becf-0f87bb95e566 · outbound

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

CoT-Edit: Let CoT Guide Instruction Video Editing Text2video-zero: Text- to-image diffusion models are zero-shot video generators

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.032244Z

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Observation 0242e969-b0d2-454e-8224-5ea3437cee65 · outbound

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

CoT-Edit: Let CoT Guide Instruction Video Editing HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.035188Z

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Observation 05eb5eef-d43d-4443-912a-ad663df13610 · outbound

This paper cites AnyV2V: A Tuning-Free Framework For Any Video-to-Video Editing Tasks.

CoT-Edit: Let CoT Guide Instruction Video Editing AnyV2V: A Tuning-Free Framework For Any Video-to-Video Editing Tasks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.039061Z

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Observation e3f22532-7f1b-41d9-85ae-d90033f338a7 · outbound

This paper cites OmniV2V: Versatile Video Generation and Editing via Dynamic Content Manipulation.

CoT-Edit: Let CoT Guide Instruction Video Editing OmniV2V: Versatile Video Generation and Editing via Dynamic Content Manipulation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.042340Z

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Observation 4c7772c1-8450-4621-a2fe-7362429c370a · outbound

This paper cites Grounding 3D Scene Affordance From Egocentric Interactions.

CoT-Edit: Let CoT Guide Instruction Video Editing Grounding 3D Scene Affordance From Egocentric Interactions

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.046347Z

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Observation b1fa8719-768e-4bd2-bd97-7155ad412c6f · outbound

This paper cites Stablev2v: Stabilizing shape consistency in video-to- video editing.IEEE Transactions on Circuits and Systems for Video Technology, 2025.

CoT-Edit: Let CoT Guide Instruction Video Editing Stablev2v: Stabilizing shape consistency in video-to- video editing.IEEE Transactions on Circuits and Systems for Video Technology, 2025

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.904108Z

Source-reported events for the cited work

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Observation 409ef355-6b9c-41e2-945a-6a7dd9d41699 · outbound

This paper cites The health- wealth gradient in labor markets: Integrating health, in- surance, and social metrics to predict employment density.

CoT-Edit: Let CoT Guide Instruction Video Editing The health- wealth gradient in labor markets: Integrating health, in- surance, and social metrics to predict employment density

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.893023Z

Source-reported events for the cited work

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Observation 4f40e9e3-6641-4c18-a16c-9f04c1aa84a9 · outbound

This paper cites Video-p2p: Video editing with cross-attention control.

CoT-Edit: Let CoT Guide Instruction Video Editing Video-p2p: Video editing with cross-attention control

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.054760Z

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Observation 34839ddd-5a94-46ac-b8ce-f8a987f2cca6 · outbound

This paper cites Follow your pose: Pose- guided text-to-video generation using pose-free videos.

CoT-Edit: Let CoT Guide Instruction Video Editing Follow your pose: Pose- guided text-to-video generation using pose-free videos

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.057103Z

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Observation 5be0a624-c720-4b35-ab97-43354a0f784d · outbound

This paper cites Magic- stick: Controllable video editing via control handle transfor- mations.

CoT-Edit: Let CoT Guide Instruction Video Editing Magic- stick: Controllable video editing via control handle transfor- mations

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.868611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d48c170-3a29-4bf3-98e0-67d67d71e691 · outbound

This paper cites In- structx: Towards unified visual editing with mllm guidance.

CoT-Edit: Let CoT Guide Instruction Video Editing In- structx: Towards unified visual editing with mllm guidance

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.062312Z

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Observation d2585ad4-dec7-4090-9764-6c2391d8a21d · outbound

This paper cites Occluded video instance segmentation: A bench- mark.International Journal of Computer Vision, 130(8): 2022–2039, 2022.

CoT-Edit: Let CoT Guide Instruction Video Editing Occluded video instance segmentation: A bench- mark.International Journal of Computer Vision, 130(8): 2022–2039, 2022

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.855427Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 98cde1d6-e308-4324-ab13-0f0a5d78d10a · outbound

This paper cites Instructvid2vid: Controllable video editing with natural language instructions.

CoT-Edit: Let CoT Guide Instruction Video Editing Instructvid2vid: Controllable video editing with natural language instructions

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.843912Z

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Observation 64bf5aa5-8938-4b18-8474-807bb8e824c3 · outbound

This paper cites Urvos: Unified referring video object segmentation network with a large-scale benchmark.

CoT-Edit: Let CoT Guide Instruction Video Editing Urvos: Unified referring video object segmentation network with a large-scale benchmark

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.832657Z

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Observation 2141106f-c39d-43ae-bfa7-3cc3fee87fb2 · outbound

This paper cites Make-A-Video: Text-to-Video Generation without Text-Video Data.

CoT-Edit: Let CoT Guide Instruction Video Editing Make-A-Video: Text-to-Video Generation without Text-Video Data

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.071477Z

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Observation 3fcd91b3-7f33-49e9-8c2f-baff1f40219b · outbound

This paper cites Stylegan-v: A continuous video generator with the price, image quality and perks of stylegan2.

CoT-Edit: Let CoT Guide Instruction Video Editing Stylegan-v: A continuous video generator with the price, image quality and perks of stylegan2

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.821389Z

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Observation 83fff1b4-c3a0-4f43-bf40-4a6491434b31 · outbound

This paper cites Omni-video: Democratizing uni- fied video understanding and generation.arXiv preprint arXiv:2507.06119, 2025.

CoT-Edit: Let CoT Guide Instruction Video Editing Omni-video: Democratizing uni- fied video understanding and generation.arXiv preprint arXiv:2507.06119, 2025

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.078800Z

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Observation af04fc58-2e23-4c2a-bbe7-cc285382811b · outbound

This paper cites Lucy edit: Open-weight text-guided video editing, 2025.

CoT-Edit: Let CoT Guide Instruction Video Editing Lucy edit: Open-weight text-guided video editing, 2025

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.811263Z

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Observation d0dc72c7-8972-4b1e-bc7e-45e9454f15ff · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

CoT-Edit: Let CoT Guide Instruction Video Editing Gemini: A Family of Highly Capable Multimodal Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.085011Z

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Observation 57023dca-7e67-4dd7-8704-606aa4574292 · outbound

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

CoT-Edit: Let CoT Guide Instruction Video Editing Fvd: A new metric for video generation

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.800032Z

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Observation 9ab29126-2f77-4800-ae0e-3ff4fbd845f6 · outbound

This paper cites Phenaki: Variable Length Video Generation From Open Domain Textual Description.

CoT-Edit: Let CoT Guide Instruction Video Editing Phenaki: Variable Length Video Generation From Open Domain Textual Description

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.091525Z

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Observation 3cb4d851-d6ff-425f-9239-27bf6f9efad8 · outbound

This paper cites ModelScope Text-to-Video Technical Report.

CoT-Edit: Let CoT Guide Instruction Video Editing ModelScope Text-to-Video Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.096079Z

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Observation e663e69f-bf22-4cbb-9f2b-755e9db47ae8 · outbound

This paper cites Koala-36m: A large-scale video dataset improving consistency between fine-grained conditions and video content.

CoT-Edit: Let CoT Guide Instruction Video Editing Koala-36m: A large-scale video dataset improving consistency between fine-grained conditions and video content

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.788680Z

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Observation 8fb1b249-ffac-4e93-a955-c98c5a7a2aa0 · outbound

This paper cites Tiv-diffusion: Towards object-centric movement for text-driven image to video gen- eration.

CoT-Edit: Let CoT Guide Instruction Video Editing Tiv-diffusion: Towards object-centric movement for text-driven image to video gen- eration

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.778051Z

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Observation f013a9ff-17b8-40ca-9547-f6c71f7c7fc6 · outbound

This paper cites Re-attentional con- trollable video diffusion editing.

CoT-Edit: Let CoT Guide Instruction Video Editing Re-attentional con- trollable video diffusion editing

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.765446Z

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Observation 43379ae1-bdc5-4091-8111-ffe361a8a947 · outbound

This paper cites Training-free controllable text-guided video editing.IEEE Transactions on Circuits and Systems for Video Technology, 2026.

CoT-Edit: Let CoT Guide Instruction Video Editing Training-free controllable text-guided video editing.IEEE Transactions on Circuits and Systems for Video Technology, 2026

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.755803Z

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Observation d7a7aec6-83e1-4638-adb3-63faecad4f77 · outbound

This paper cites Phrasecut: Language-based image segmen- tation in the wild.

CoT-Edit: Let CoT Guide Instruction Video Editing Phrasecut: Language-based image segmen- tation in the wild

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.745577Z

Source-reported events for the cited work

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Observation c685c6db-e0dd-4fca-b8ee-7b27984456af · outbound

This paper cites Tune-a-video: One-shot tuning of image diffusion models for text-to-video generation.

CoT-Edit: Let CoT Guide Instruction Video Editing Tune-a-video: One-shot tuning of image diffusion models for text-to-video generation

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.733642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2f70e7ea-a7e9-4628-b819-5d9dc8fb09d1 · outbound

This paper cites Insvie-1m: Effective instruction-based video editing with elaborate dataset construction.

CoT-Edit: Let CoT Guide Instruction Video Editing Insvie-1m: Effective instruction-based video editing with elaborate dataset construction

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.721670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 67b4273c-b3c0-4edc-8f4b-aa0bce3e75e6 · outbound

This paper cites Veg- gie: Instructional editing and reasoning video concepts with grounded generation.

CoT-Edit: Let CoT Guide Instruction Video Editing Veg- gie: Instructional editing and reasoning video concepts with grounded generation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.122798Z

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Observation 222f1b9e-0d29-495a-98a4-845715a0059e · outbound

This paper cites Editworld: Simulating world dynamics for instruction- following image editing.

CoT-Edit: Let CoT Guide Instruction Video Editing Editworld: Simulating world dynamics for instruction- following image editing

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.704257Z

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Observation 8ba8b5ea-f2e3-400f-bd20-5da9728d9eab · outbound

This paper cites I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models.

CoT-Edit: Let CoT Guide Instruction Video Editing I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.128527Z

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Observation 89c0ee69-c1c6-411c-8e1c-6e5af7d15788 · outbound

This paper cites EffiVED:Efficient Video Editing via Text-instruction Diffusion Models.

CoT-Edit: Let CoT Guide Instruction Video Editing EffiVED:Efficient Video Editing via Text-instruction Diffusion Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.132218Z

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Observation 106458a7-e319-4faf-9c0d-7a77c611b3f4 · outbound

This paper cites Motionpro: A precise mo- tion controller for image-to-video generation.

CoT-Edit: Let CoT Guide Instruction Video Editing Motionpro: A precise mo- tion controller for image-to-video generation

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.693440Z

Source-reported events for the cited work

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Observation 892ca003-1808-4665-9ca2-76f4c6b06c01 · outbound

This paper cites Ultraedit: Instruction-based fine-grained im- age editing at scale.Advances in Neural Information Pro- cessing Systems, 37:3058–3093, 2024.

CoT-Edit: Let CoT Guide Instruction Video Editing Ultraedit: Instruction-based fine-grained im- age editing at scale.Advances in Neural Information Pro- cessing Systems, 37:3058–3093, 2024

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.681969Z

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Observation 6937549a-7058-4ae0-a562-31ce580c7c73 · outbound

This paper cites Semantic under- standing of scenes through the ade20k dataset.International journal of computer vision, 127(3):302–321, 2019.

CoT-Edit: Let CoT Guide Instruction Video Editing Semantic under- standing of scenes through the ade20k dataset.International journal of computer vision, 127(3):302–321, 2019

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:14:36.670892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f2bbfc9a-9c3a-44b6-b89a-7f1cfbfb6813 · outbound

This paper cites Se\~norita-2M: A High-Quality Instruction-based Dataset for General Video Editing by Video Specialists.

CoT-Edit: Let CoT Guide Instruction Video Editing Se\~norita-2M: A High-Quality Instruction-based Dataset for General Video Editing by Video Specialists

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T15:14:36.146697Z

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