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README.md

@@ -1,18 +1,9 @@
----
-license: apache-2.0
-tags:
-  - earth-observation
-  - remote-sensing
-  - foundation-model
-  - multi-sensor
-pipeline_tag: feature-extraction
----
 <p align="center">
   <img src="imgs/logo.png" alt="Spectral Coverage" width="400"/>
 </p>
 
 # Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images
-[![arXiv](https://img.shields.io/badge/arXiv-2407.02413-b31b1b.svg)](https://arxiv.org/abs/arxiv_id)
+[![arXiv](https://img.shields.io/badge/arXiv-2407.02413-b31b1b.svg)](https://arxiv.org/abs/2506.19585)
 [![HuggingFace](https://img.shields.io/badge/-HuggingFace-3B4252?style=flat&logo=huggingface&logoColor=)](https://huggingface.co/collections/gsumbul/smarties-685888bb5ecded3f802cc945)
 [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)
 ![Python 3.10](https://img.shields.io/badge/Python%203.10-3776AB?logo=python&logoColor=FFF&style=flat)
@@ -44,7 +35,7 @@ SMARTIES is a generic and versatile FM lifting sensor-dependent efforts and enab
 
 This repository contains the model weights of SMARTIES (ViT-B). 
 
-For usage instructions, dataset details, and full documentation, please visit the [SMARTIES GitHub page](https://github.com/gsumbul/SMARTIES). The details of SMARTIES are described in our paper, available on [arXiv](https://arxiv.org/abs/arxiv_id). 
+For usage instructions, dataset details, and full documentation, please visit the [SMARTIES GitHub page](https://github.com/gsumbul/SMARTIES). The details of SMARTIES are described in our paper, available on [arXiv](https://arxiv.org/abs/2506.19585). 
 
 ## 📣 Attribution
 If you use SMARTIES, please cite the paper:
@@ -53,7 +44,7 @@ If you use SMARTIES, please cite the paper:
 @article{smarties,
   title={{SMARTIES}: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images},
   author={Gencer Sumbul and Chang Xu and Emanuele Dalsasso and Devis Tuia},
-  journal={arXiv preprint arXiv:arxiv_id},
+  journal={arXiv preprint arXiv:2506.19585},
   year={2025}
 }
 ```
@@ -62,4 +53,5 @@ If you use SMARTIES, please cite the paper:
 This repository is released under the Apache v2 License.
 
 ## 🙏 Acknowledgements
-SMARTIES is supported by the European Space Agency (ESA) through the Discovery and Preparation Program, and is part of the project Toward a Foundation Model for Multi-Sensor Earth Observation Data with Language Semantics.
+SMARTIES is supported by the European Space Agency (ESA) through the Discovery and Preparation Program, and is part of the project Toward a Foundation Model for Multi-Sensor Earth Observation Data with Language Semantics.
+