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README.md

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 <h2 align="center"> 🧬 AROMA: Augmented Reasoning Over a Multimodal Architecture for Virtual Cell Genetic Perturbation Modeling<br>(ACL 2026 Findings)</h2>
 
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-  📃 <a href="https://openreview.net/pdf?id=gRbreJtjST" target="_blank">Paper</a> • 🐙 <a href="https://github.com/blazerye/AROMA" target="_blank">Code</a> • 🗂️ <a href="https://huggingface.co/datasets/blazerye/PerturbReason" target="_blank">Datasets</a><br>
+  📃 <a href="https://arxiv.org/pdf/2604.20263" target="_blank">Paper</a> • 🐙 <a href="https://github.com/blazerye/AROMA" target="_blank">Code</a> • 🗂️ <a href="https://huggingface.co/datasets/blazerye/PerturbReason" target="_blank">Datasets</a><br>
 </p>
 </p>
 
-> Please refer to our [repository](https://github.com/blazerye/AROMA) and [paper](https://openreview.net/pdf?id=gRbreJtjST) for more details.
+> Please refer to our [repository](https://github.com/blazerye/AROMA) and [paper](https://arxiv.org/pdf/2604.20263) for more details.
 
 ## 🌐 Overview