Update README.md

README.md

@@ -25,10 +25,12 @@ The **training set**, which comprises the 477 unlabeled cases plus 50 labeled ca
 Participants can further subdivide this dataset locally into training and validation. The remaining 58 labeled cases building the **preliminary and final testing set** is only 
 accessible for evaluation via submission to the challenge. A couple of years after the challenge is closed, the testing set data is also going to be uploaded to the same location as the training set.
 
-Detailed information about the dataset are provided in the preprint https://arxiv.org/abs/2503.19119 under revision in Medical Physics.
+Detailed information about the dataset are provided in the dataset paper in Medical Physics: https://doi.org/10.1002/mp.17964
 
 The challenge website can be found here: https://trackrad2025.grand-challenge.org/trackrad2025/
 
+The report on the challenge can be found here: https://doi.org/10.1016/j.media.2026.104134
+
 #### **Data location**
 
 The training (and validation) dataset can be downloaded from this page starting from March 15th, 2025. To download all files at once, one can use the huggingface_hub python library: