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  <div align="center">
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- <img width="70%" height="70%" alt="logo" src="https://github.com/user-attachments/assets/4d534e80-f8ec-4c0b-948f-730cc0311961" />
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  <h2> Reinforcing Few-step Generators via Reward-Tilted Distribution Matching </h2>
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  <table align="center">
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  <tr>
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  <td align="center" width="50%">
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- <img src="https://github.com/user-attachments/assets/cb1fb0da-d388-4846-9017-66bccebd0749" alt="RTDMD teaser" width="100%">
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  <br/>
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  <em>4-step samples from RTDMD-distilled FLUX.2 4B (no classifier-free guidance).</em>
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  </td>
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  <td align="center" width="50%">
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- <img src="https://github.com/user-attachments/assets/3d76d99a-6fe1-4059-8e68-9461ba067b01" alt="RTDMD comparison" width="100%">
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  <br/>
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  <em>Qualitative comparison for few-step diffusion models (4 NFE).</em>
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  </td>
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  ## 🍭 Method Overview
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  <div align="center">
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- <img src="https://github.com/user-attachments/assets/61a64fca-a143-40ae-9e36-79c6fcb5b696" alt="RTDMD method overview" width="70%">
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  <br/>
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  <em>RTDMD overview. <b>Det.</b> = deterministic final step, <b>Stoc.</b> = stochastic intermediate steps. Trajectories: teacher (blue), few-step generator (green), fake score (yellow).</em>
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  </div>
 
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  <div align="center">
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+ <img width="70%" height="70%" alt="logo" src="https://cdn-uploads.huggingface.co/production/uploads/64b500fdf460afaefc5c64b3/l1JM1Si5PDCgvJR5SSiqf.png" />
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  <h2> Reinforcing Few-step Generators via Reward-Tilted Distribution Matching </h2>
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  <table align="center">
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  <tr>
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  <td align="center" width="50%">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/64b500fdf460afaefc5c64b3/MLr2YHfmAvKYQsfA50uOf.png" alt="RTDMD teaser" width="100%">
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  <br/>
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  <em>4-step samples from RTDMD-distilled FLUX.2 4B (no classifier-free guidance).</em>
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  </td>
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  <td align="center" width="50%">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/64b500fdf460afaefc5c64b3/UJnH2QqNCw4aJDFgwtfjP.png" alt="RTDMD comparison" width="100%">
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  <br/>
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  <em>Qualitative comparison for few-step diffusion models (4 NFE).</em>
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  </td>
 
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  ## 🍭 Method Overview
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+
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  <div align="center">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/64b500fdf460afaefc5c64b3/GSQ5Q9bF6SAiUqyFR4ZKs.png" alt="RTDMD method overview" width="70%">
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  <br/>
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  <em>RTDMD overview. <b>Det.</b> = deterministic final step, <b>Stoc.</b> = stochastic intermediate steps. Trajectories: teacher (blue), few-step generator (green), fake score (yellow).</em>
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  </div>