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  ## This repository...
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  Contains the core data, checkpoints, and training records for the paper: **"ReinFlow: Fine-tuning Flow Matching Policy with Online Reinforcement Learning"**.
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- Here are the links to more assets of this project:
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- * (**De-anonymized**) Hugging Face Paper:
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- **Note:**
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- If you are a reviewer of this paper, please do NOT click into the link below, as it exposes the author's identity. Thank you.
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- If you are not a reviewer, [this URL]((https://huggingface.co/papers/2505.22094) leads you to the Hugging Face paper page.
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- * (Anonymized) Project Website: [this URL](https://reinflow.github.io/).
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- * (Anonymized) Code: [this repository](https://github.com/ReinFlow/ReinFlow).
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  ## What is in this dataset?
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@@ -33,5 +20,17 @@ For how to make use of these data,
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  please refer to [the first document](https://github.com/ReinFlow/ReinFlow/blob/release/docs/ReproduceExps.md) to see how to do pre-training on the offline datasets and fine-tuning with the pre-trained checkpoints,
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  and refer to [the second document](https://github.com/ReinFlow/ReinFlow/blob/release/docs/ReproduceFigs.md) to extract and visualizee the training records in the `./visualize` folder.
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  ## This repository...
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  Contains the core data, checkpoints, and training records for the paper: **"ReinFlow: Fine-tuning Flow Matching Policy with Online Reinforcement Learning"**.
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  ## What is in this dataset?
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  please refer to [the first document](https://github.com/ReinFlow/ReinFlow/blob/release/docs/ReproduceExps.md) to see how to do pre-training on the offline datasets and fine-tuning with the pre-trained checkpoints,
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  and refer to [the second document](https://github.com/ReinFlow/ReinFlow/blob/release/docs/ReproduceFigs.md) to extract and visualizee the training records in the `./visualize` folder.
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+ ## Other assets
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+ Here are the links to some other important assets of this project:
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+
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+ * (**De-anonymized**) Hugging Face Paper:
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+
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+ **Note:** If you are a reviewer of this paper, please do **NOT** click into the link below: since the link was not submitted for review, clicking on it exposes the author's identity. Thank you.
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+
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+ If you are not a reviewer, [this URL](https://huggingface.co/papers/2505.22094) leads you to the Hugging Face paper page.
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+ * (Anonymized) Project Website: [this URL](https://reinflow.github.io/).
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+ * (Anonymized) Code: [this repository](https://github.com/ReinFlow/ReinFlow).
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