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Remove commercial wording

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  1. PAPER.md +7 -9
PAPER.md CHANGED
@@ -91,7 +91,7 @@ converts cleanly, and trains on a consumer GPU” matters more.
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  | CPU / ORT / engine | `onnx/*_fp16.onnx` | 4x / 2x | same |
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  All released models are pretrained only on **CC0 / public-domain images**. They
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- are MIT-licensed and usable in commercial projects.
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  ### Urban100 validation
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@@ -201,17 +201,15 @@ The fixed base uses **Magic Kernel Sharp 2013** by **John Costella**
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  an independent PyTorch implementation of the integer-scale phase kernels, not
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  a copy of the reference C code.
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- ## License and commercial use
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- The code and released weights are **MIT-licensed**. You may use, modify, and
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- ship them commercially, including in closed-source products. Keep the MIT
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- copyright and permission notice with copies or substantial portions of the
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- software.
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  The released weights were trained on a curated CC0 / public-domain image set.
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- That reduces copyright risk, but it is not a legal guarantee: source-image
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- provenance, personality/trademark rights, and jurisdiction-specific rules still
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- matter. This is not legal advice; no warranty is provided.
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  ```bibtex
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  @misc{pulse_body_2026,
 
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  | CPU / ORT / engine | `onnx/*_fp16.onnx` | 4x / 2x | same |
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  All released models are pretrained only on **CC0 / public-domain images**. They
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+ are MIT-licensed and permissive.
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  ### Urban100 validation
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  an independent PyTorch implementation of the integer-scale phase kernels, not
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  a copy of the reference C code.
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+ ## License
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+ The code and released weights are **MIT-licensed** and permissive. Keep the
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+ MIT copyright and permission notice with copies or substantial portions of the
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+ software. See `LICENSE`.
 
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  The released weights were trained on a curated CC0 / public-domain image set.
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+ This is a provenance statement, not a guarantee; source-image rights and
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+ jurisdiction-specific rules can still matter. No warranty is provided.
 
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  ```bibtex
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  @misc{pulse_body_2026,