Add pipeline tag and links to paper/code

README.md

@@ -1,14 +1,20 @@
 ---
-license: apache-2.0
+base_model:
+- FireRedTeam/FireRed-Image-Edit-1.1
 language:
 - en
 - zh
-base_model:
-- FireRedTeam/FireRed-Image-Edit-1.1
+license: apache-2.0
+pipeline_tag: image-to-image
 ---
-## 🔥 FireRed-Image-Edit LoRA Zoo
 
-We release three specialized LoRA models built on top of FireRed-Image-Edit-1.1, targeting artistic typography, beauty editing, and accelerated inference scenarios.
+# 🔥 FireRed-Image-Edit LoRA Zoo
+
+This repository contains specialized LoRA models built on top of [FireRed-Image-Edit-1.1](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.1), as described in the [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344).
+
+**GitHub Repository:** [FireRedTeam/FireRed-Image-Edit](https://github.com/FireRedTeam/FireRed-Image-Edit)
+
+We release three specialized LoRA models targeting artistic typography, beauty editing, and accelerated inference scenarios.
 
 ### 🎨 CoverCraft
 
@@ -23,4 +29,17 @@ It improves skin refinement, color harmony, lip/eye detailing, and overall facia
 ### ⚡ Lightning (8-step distilled)
 
 A distilled acceleration LoRA optimized for 8-step fast inference.
-It significantly reduces generation time while maintaining strong instruction alignment and visual coherence, making it suitable for real-time or high-throughput editing applications.
+It significantly reduces generation time while maintaining strong instruction alignment and visual coherence, making it suitable for real-time or high-throughput editing applications.
+
+## Citation
+
+```bibtex
+@article{firered2026rededit,
+      title={FireRed-Image-Edit-1.0 Technical Report}, 
+      author={Super Intelligence Team},
+      year={2026},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2602.13344}, 
+}
+```