Update links

README.md

@@ -18,8 +18,8 @@ size_categories:
 
 [Simon Lepage](https://simon-lepage.github.io), Jérémie Mary, [David Picard](https://davidpicard.github.io)
 
-[[`Paper`](TODO)] 
-[[`Demo`](TODO)] 
+[[`Paper`](https://arxiv.org/abs/2306.02928)] 
+[[`Demo`](https://huggingface.co/spaces/Slep/CondViT-LRVSF-Demo)] 
 [[`Code`](https://github.com/Simon-Lepage/CondViT-LRVSF)] 
 [[`BibTeX`](#citing-the-dataset)]
 
@@ -33,7 +33,7 @@ LAION-RVS-Fashion is composed of images from :
 - **[LAION 2B MULTI TRANSLATED](https://huggingface.co/datasets/laion/laion2B-multi-joined-translated-to-en)**
 - **[LAION 1B NOLANG TRANSLATED](https://huggingface.co/datasets/laion/laion1B-nolang-joined-translated-to-en)**
 
-These images have been grouped based on extracted product IDs. Each product in the training set is composed of at least a single image (isolated product), and a complex image (scene). We added categorical metadata and BLIP2 captions to each product. Please see the [samples](#samples) and refer to [our paper](TODO) for additional details.
+These images have been grouped based on extracted product IDs. Each product in the training set is composed of at least a single image (isolated product), and a complex image (scene). We added categorical metadata and BLIP2 captions to each product. Please see the [samples](#samples) and refer to [our paper](https://arxiv.org/abs/2306.02928) for additional details.
 
 |Split|Products|Distractors|
 |-:|:-:|:-:|
@@ -110,7 +110,7 @@ To cite our work, please use the following BibTeX entry :
 @article{lepage2023condvit,
   title={Weakly-Supervised Conditional Embedding for Referred Visual Search},
   author={Lepage, Simon and Mary, Jérémie and Picard, David},
-  journal={arXiv:xxxx.xxxx},
+  journal={arXiv:2306.02928},
   year={2023}
 }
 ```