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  This repo contains the checkpoint from [OneReward](https://huggingface.co/bytedance-research/OneReward) processed into a single model suitable for ComfyUI use.
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- <img src="assets/show.jpg" alt="assert" width="800">
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  **OneReward** is a novel RLHF methodology for the visual domain by employing Qwen2.5-VL as a generative reward model to enhance multitask reinforcement learning, significantly improving the policy model’s generation ability across multiple subtask. Building on OneReward, **FLUX.1-Fill-dev-OneReward** - based on FLUX Fill [dev], outperforms closed-source FLUX Fill [Pro] in inpainting and outpainting tasks, serving as a powerful new baseline for future research in unified image editing.
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  This repo contains the checkpoint from [OneReward](https://huggingface.co/bytedance-research/OneReward) processed into a single model suitable for ComfyUI use.
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  **OneReward** is a novel RLHF methodology for the visual domain by employing Qwen2.5-VL as a generative reward model to enhance multitask reinforcement learning, significantly improving the policy model’s generation ability across multiple subtask. Building on OneReward, **FLUX.1-Fill-dev-OneReward** - based on FLUX Fill [dev], outperforms closed-source FLUX Fill [Pro] in inpainting and outpainting tasks, serving as a powerful new baseline for future research in unified image editing.
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