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README.md

@@ -24,11 +24,6 @@ JoyAI-Image Edit Plus is a multi-image instruction-guided editing model from the
 | VAE | AutoencoderKLWan | 240M |
 | Scheduler | FlowMatchEulerDiscreteScheduler | - |
 
-Key design:
-- **Patchified latent representation**: Input images and target noise are independently patchified into `[B, max_patches, C, pt, ph, pw]` format with a `target_mask` to distinguish target noise from reference patches.
-- **Variable reference images**: Supports 1–6 reference images per sample via dynamic `shape_list`.
-- **Norm-guided CFG**: Batch-concatenated classifier-free guidance with norm rescaling in a single forward pass.
-
 ## Installation
 
 `JoyImageEditPlusPipeline` has not yet been merged into the official diffusers release. Before it is available in a stable version, you need to install diffusers from the PR branch:
@@ -127,7 +122,7 @@ python inference.py \
 ```bibtex
 @misc{joyai-image-2025,
   title={JoyAI-Image: A Unified Multimodal Foundation Model for Image Understanding, Generation, and Editing},
-  author={JD AI Research},
+  author={Joy Future Academy, JD},
   year={2025},
   url={https://github.com/jd-opensource/JoyAI-Image}
 }