test
#2
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luckysong
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- README.md +16 -30
- data/sample000000_raw_video.mp4 +0 -3
- data/sample000000_src_mask.mp4 +0 -3
- data/sample000000_src_video.mp4 +0 -3
- data/sample000001_raw_video.mp4 +0 -3
- data/sample000001_src_mask.mp4 +0 -3
- data/sample000001_src_video.mp4 +0 -3
- data/sample000002_raw_video.mp4 +0 -3
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README.md
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---
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license: apache-2.0
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language:
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tags:
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- art
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size_categories:
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---
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<p align="center">
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<h1 align="center">VACE: All-in-One Video Creation and Editing</h1>
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<h3 align="center">(ICCV 2025)</h3>
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<p align="center">
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<strong>Zeyinzi Jiang<sup>*</sup></strong>
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## 🎉 News
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- [x] Oct 17, 2025: [VACE-Benchmark](https://huggingface.co/datasets/ali-vilab/VACE-Benchmark) has been updated to incorporate the evaluation data. [VACE-Page](https://ali-vilab.github.io/VACE-Page/) also features creative community cases, offering researchers and community members better project insight and tracking.
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- [x] Jun 26, 2025: [VACE](https://openaccess.thecvf.com/content/ICCV2025/html/Jiang_VACE_All-in-One_Video_Creation_and_Editing_ICCV_2025_paper.html) is accepted by ICCV 2025.
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- [x] May 14, 2025: 🔥Wan2.1-VACE-1.3B and Wan2.1-VACE-14B models are now available at [HuggingFace](https://huggingface.co/collections/Wan-AI/wan21-68ac4ba85372ae5a8e282a1b) and [ModelScope](https://modelscope.cn/collections/tongyiwanxiang-Wan21-shipinshengcheng-67ec9b23fd8d4f)!
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- [x] Mar 31, 2025: 🔥VACE-Wan2.1-1.3B-Preview and VACE-LTX-Video-0.9 models are now available at [HuggingFace](https://huggingface.co/collections/ali-vilab/vace-67eca186ff3e3564726aff38) and [ModelScope](https://modelscope.cn/collections/VACE-8fa5fcfd386e43)!
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- [x] Mar 31, 2025: 🔥Release code of model inference, preprocessing, and gradio demos.
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- [x] Mar 11, 2025: We propose [VACE](https://ali-vilab.github.io/VACE-Page/), an all-in-one model for video creation and editing.
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## 🪄 Models
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| Models | Download Link
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| VACE-Wan2.1-1.3B-Preview | [Huggingface](https://huggingface.co/ali-vilab/VACE-Wan2.1-1.3B-Preview) 🤗 [ModelScope](https://modelscope.cn/models/iic/VACE-Wan2.1-1.3B-Preview) 🤖
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| VACE-
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| Wan2.1-
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- The input supports any resolution, but to achieve optimal results, the video size should fall within a specific range.
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- All models inherit the license of the original model.
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## 🚀 Usage
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In VACE, users can input **text prompt** and optional **video**, **mask**, and **image** for video generation or editing.
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Detailed instructions for using VACE can be found in the [User Guide](
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### Inference CIL
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#### 1) End-to-End Running
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# process video inpainting by providing bbox
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python vace/vace_preproccess.py --task inpainting --mode bbox --bbox 50,50,550,700 --video assets/videos/test.mp4
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```
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The outputs will be saved to `./
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> 💡**Note**:
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> Please refer to [run_vace_pipeline.sh](https://github.com/ali-vilab/VACE/blob/main/run_vace_pipeline.sh) preprocessing methods for different tasks.
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#### 3) Model inference
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Using the input data obtained from **Preprocessing**, the model inference process can be performed as follows:
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```bash
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# For Wan2.1 single GPU inference
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python vace/vace_wan_inference.py --ckpt_dir <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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# For Wan2.1 Multi GPU Acceleration inference
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pip install "xfuser>=0.4.1"
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torchrun --nproc_per_node=8 vace/vace_wan_inference.py --dit_fsdp --t5_fsdp --ulysses_size 1 --ring_size 8 --ckpt_dir <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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# For Wan2.1 Multi GPU Acceleration inference (14B-720P)
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torchrun --nproc_per_node=8 vace/vace_wan_inference.py --dit_fsdp --t5_fsdp --ulysses_size 8 --ring_size 1 --size 720p --model_name 'vace-14B' --ckpt_dir <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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# For LTX inference, run
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python vace/vace_ltx_inference.py --ckpt_path <path-to-model> --text_encoder_path <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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```
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> (1) Please refer to [vace/vace_wan_inference.py](https://github.com/ali-vilab/VACE/blob/main/vace/vace_wan_inference.py) and [vace/vace_ltx_inference.py](https://github.com/ali-vilab/VACE/blob/main/vace/vace_ltx_inference.py) for the inference args.
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> (2) For LTX-Video and English language Wan2.1 users, you need prompt extension to unlock the full model performance.
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Please follow the [instruction of Wan2.1](https://github.com/Wan-Video/Wan2.1?tab=readme-ov-file#2-using-prompt-extension) and set `--use_prompt_extend` while running inference.
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### Inference Gradio
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For preprocessors, run
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```bash
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python vace/gradios/
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```
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For model inference, run
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```bash
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## Acknowledgement
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We are grateful for the following awesome projects, including [Scepter](https://github.com/modelscope/scepter), [Wan](https://github.com/Wan-Video/Wan2.1), and [LTX-Video](https://github.com/Lightricks/LTX-Video).
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## BibTeX
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```bibtex
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@
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title = {VACE: All-in-One Video Creation and Editing},
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author = {Jiang, Zeyinzi and Han, Zhen and Mao, Chaojie and Zhang, Jingfeng and Pan, Yulin and Liu, Yu},
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pages = {17191-17202},
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year = {2025}
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}
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---
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license: apache-2.0
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---
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<p align="center">
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<h1 align="center">VACE: All-in-One Video Creation and Editing</h1>
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<p align="center">
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<strong>Zeyinzi Jiang<sup>*</sup></strong>
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·
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## 🎉 News
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- [x] Mar 31, 2025: 🔥VACE-Wan2.1-1.3B-Preview and VACE-LTX-Video-0.9 models are now available at [HuggingFace](https://huggingface.co/collections/ali-vilab/vace-67eca186ff3e3564726aff38) and [ModelScope](https://modelscope.cn/collections/VACE-8fa5fcfd386e43)!
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- [x] Mar 31, 2025: 🔥Release code of model inference, preprocessing, and gradio demos.
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- [x] Mar 11, 2025: We propose [VACE](https://ali-vilab.github.io/VACE-Page/), an all-in-one model for video creation and editing.
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## 🪄 Models
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| Models | Download Link | Video Size | License |
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|--------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------|-----------------------------------------------------------------------------------------------|
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| VACE-Wan2.1-1.3B-Preview | [Huggingface](https://huggingface.co/ali-vilab/VACE-Wan2.1-1.3B-Preview) 🤗 [ModelScope](https://modelscope.cn/models/iic/VACE-Wan2.1-1.3B-Preview) 🤖 | ~ 81 x 480 x 832 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B/blob/main/LICENSE.txt) |
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| VACE-Wan2.1-1.3B | [To be released](https://github.com/Wan-Video) <img src='https://ali-vilab.github.io/VACE-Page/assets/logos/wan_logo.png' alt='wan_logo' style='margin-bottom: -4px; height: 15px;'> | ~ 81 x 480 x 832 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B/blob/main/LICENSE.txt) |
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| VACE-Wan2.1-14B | [To be released](https://github.com/Wan-Video) <img src='https://ali-vilab.github.io/VACE-Page/assets/logos/wan_logo.png' alt='wan_logo' style='margin-bottom: -4px; height: 15px;'> | ~ 81 x 720 x 1080 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-14B/blob/main/LICENSE.txt) |
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| VACE-LTX-Video-0.9 | [Huggingface](https://huggingface.co/ali-vilab/VACE-LTX-Video-0.9) 🤗 [ModelScope](https://modelscope.cn/models/iic/VACE-LTX-Video-0.9) 🤖 | ~ 97 x 512 x 768 | [RAIL-M](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltx-video-2b-v0.9.license.txt) |
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- The input supports any resolution, but to achieve optimal results, the video size should fall within a specific range.
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- All models inherit the license of the original model.
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## 🚀 Usage
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In VACE, users can input **text prompt** and optional **video**, **mask**, and **image** for video generation or editing.
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+
Detailed instructions for using VACE can be found in the [User Guide](https://github.com/ali-vilab/VACE/blob/main/UserGuide.md).
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### Inference CIL
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#### 1) End-to-End Running
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# process video inpainting by providing bbox
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python vace/vace_preproccess.py --task inpainting --mode bbox --bbox 50,50,550,700 --video assets/videos/test.mp4
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```
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The outputs will be saved to `./proccessed/` by default.
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> 💡**Note**:
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> Please refer to [run_vace_pipeline.sh](https://github.com/ali-vilab/VACE/blob/main/run_vace_pipeline.sh) preprocessing methods for different tasks.
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#### 3) Model inference
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Using the input data obtained from **Preprocessing**, the model inference process can be performed as follows:
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```bash
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# For Wan2.1 single GPU inference
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python vace/vace_wan_inference.py --ckpt_dir <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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# For Wan2.1 Multi GPU Acceleration inference
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pip install "xfuser>=0.4.1"
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torchrun --nproc_per_node=8 vace/vace_wan_inference.py --dit_fsdp --t5_fsdp --ulysses_size 1 --ring_size 8 --ckpt_dir <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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# For LTX inference, run
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python vace/vace_ltx_inference.py --ckpt_path <path-to-model> --text_encoder_path <path-to-model> --src_video <path-to-src-video> --src_mask <path-to-src-mask> --src_ref_images <paths-to-src-ref-images> --prompt "xxx"
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```
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> (1) Please refer to [vace/vace_wan_inference.py](https://github.com/ali-vilab/VACE/blob/main/vace/vace_wan_inference.py) and [vace/vace_ltx_inference.py](https://github.com/ali-vilab/VACE/blob/main/vace/vace_ltx_inference.py) for the inference args.
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> (2) For LTX-Video and English language Wan2.1 users, you need prompt extension to unlock the full model performance.
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Please follow the [instruction of Wan2.1](https://github.com/Wan-Video/Wan2.1?tab=readme-ov-file#2-using-prompt-extension) and set `--use_prompt_extend` while running inference.
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### Inference Gradio
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For preprocessors, run
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```bash
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python vace/gradios/preprocess_demo.py
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```
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For model inference, run
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```bash
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## Acknowledgement
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We are grateful for the following awesome projects, including [Scepter](https://github.com/modelscope/scepter), [Wan](https://github.com/Wan-Video/Wan2.1), and [LTX-Video](https://github.com/Lightricks/LTX-Video).
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## BibTeX
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```bibtex
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@article{vace,
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title = {VACE: All-in-One Video Creation and Editing},
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author = {Jiang, Zeyinzi and Han, Zhen and Mao, Chaojie and Zhang, Jingfeng and Pan, Yulin and Liu, Yu},
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journal = {arXiv preprint arXiv:2503.07598},
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year = {2025}
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}
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