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@@ -64,10 +64,19 @@ python inference.py \
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  --image_width <YOUR_TARGET_WIDTH>
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  ```
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  ## Citation
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  If you find this work useful, please cite:
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  ```bibtex
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- @article{shiu2025streamdiffvsr,
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  title={Stream-DiffVSR: Low-Latency Streamable Video Super-Resolution via Auto-Regressive Diffusion},
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  author={Shiu, Hau-Shiang and Lin, Chin-Yang and Wang, Zhixiang and Hsiao, Chi-Wei and Yu, Po-Fan and Chen, Yu-Chih and Liu, Yu-Lun},
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  journal={arXiv preprint arXiv:2512.23709},
 
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  --image_width <YOUR_TARGET_WIDTH>
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  ```
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+ ## Note
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+
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+ The provided checkpoint is a **toy / proof-of-concept model** trained on a limited amount of data. As a result, it does not yet cover the full diversity of real-world videos.
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+ This checkpoint is mainly intended to demonstrate the **overall pipeline and low-latency feasibility**, rather than to deliver production-level upscaling quality.
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+ Artifacts and inconsistent visual quality are therefore expected at this stage.
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+
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  ## Citation
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  If you find this work useful, please cite:
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  ```bibtex
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+ @article{shiu2025stream,
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  title={Stream-DiffVSR: Low-Latency Streamable Video Super-Resolution via Auto-Regressive Diffusion},
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  author={Shiu, Hau-Shiang and Lin, Chin-Yang and Wang, Zhixiang and Hsiao, Chi-Wei and Yu, Po-Fan and Chen, Yu-Chih and Liu, Yu-Lun},
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  journal={arXiv preprint arXiv:2512.23709},