Add link to paper

README.md

@@ -1,12 +1,12 @@
 ---
 license: apache-2.0
+pipeline_tag: feature-extraction
 tags:
 - image-text-retrieval
 - jepa
 - contrastive-learning
 - video-encoder
 - pytorch
-pipeline_tag: feature-extraction
 ---
 
 # scout-eccv-x-explora
@@ -15,6 +15,8 @@ Part of **SCOUT** (Sim-to-real Contrastive Outlier Understanding via Text), an E
 paper on JEPA-based text-based person re-identification for the AI City Challenge Track 4 (Sim2Real).
 Code: https://github.com/abtraore/SCOUT-ECCV
 
+Paper: [SCOUT: Sim-to-Real Text-Based Person Retrieval by Embedding-Space Prediction over Frozen Video Features](https://huggingface.co/papers/2609.19483)
+
 The paper's best single-model result: y-clip-v17 recipe + ExPLoRA-adapted X-encoder (partial block unfreeze + LoRA r=32 on the frozen V-JEPA2 ViT-L/16, selected via an Auto-RGN sensitivity probe) on top of a frozen CLIP-ViT-L/14 text tower.
 
 - **Val mAP@10**: 0.9297
@@ -49,4 +51,4 @@ uv run python scripts/local_eval.py --hf-repo Abdrah/scout-eccv-x-explora --pab-
 ## License
 
 Apache 2.0 (see the source repo's LICENSE/NOTICE). This checkpoint does not redistribute any frozen
-backbone weights, which carry their own upstream licenses.
+backbone weights, which carry their own upstream licenses.