Update README.md

README.md

@@ -18,7 +18,7 @@ configs:
     path: data/train-*
 ---
 
-To accompany OpenPhenom, Recursion is releasing the **RxRx3-core** dataset, a challenge dataset in phenomics optimized for the research community. 
+To accompany OpenPhenom, Recursion is releasing the [**RxRx3-core**](https://arxiv.org/abs/2503.20158) dataset, a challenge dataset in phenomics optimized for the research community. 
 RxRx3-core includes labeled images of 735 genetic knockouts and 1,674 small-molecule perturbations drawn from the [RxRx3 dataset](https://www.rxrx.ai/rxrx3), 
 image embeddings computed with [OpenPhenom](https://huggingface.co/recursionpharma/OpenPhenom), and associations between the included small molecules and genes. 
 The dataset contains 6-channel Cell Painting images and associated embeddings from 222,601 wells but is less than 18Gb, making it incredibly accessible to the research community.
@@ -27,6 +27,10 @@ Mapping the mechanisms by which drugs exert their actions is an important challe
 We are excited to release the first dataset of this scale probing concentration-response along with a benchmark and model to enable the research community to 
 rapidly advance this space.
 
+Paper published at LMRL Workshop at ICLR 2025 [RxRx3-core: Benchmarking drug-target interactions in High-Content Microscopy](https://arxiv.org/abs/2503.20158).  
+Benchmarking code for this dataset is provided in the [EFAAR benchmarking repo](https://github.com/recursionpharma/EFAAR_benchmarking/tree/trunk/RxRx3-core_benchmarks) and [Polaris](https://polarishub.io/benchmarks/recursion/rxrx-compound-gene-activity-benchmark).
+
+---
 Loading the RxRx3-core image dataset
 ```
 from datasets import load_dataset
@@ -43,4 +47,3 @@ file_path_embs = hf_hub_download("recursionpharma/rxrx3-core", filename="OpenPhe
 open_phenom_embeddings = pd.read_parquet(file_path_embs)
 rxrx3_core_metadata = pd.read_csv(file_path_metadata)
 ```
-Benchmarking code for this dataset is provided in the [EFAAR benchmarking repo](https://github.com/recursionpharma/EFAAR_benchmarking/tree/trunk/RxRx3-core_benchmarks).