diff --git a/README.md b/README.md
index 83694fdd23ae3c923ca8cf3007ebfd124ac94de2..1e2e34d11fbe4ca5901bce8253630c05d1d6f4ce 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,6 @@ tags:
 
 # `xvr`: X-ray to Volume Registration
 
-[![Paper shield](https://img.shields.io/badge/arXiv-2503.16309-red.svg)](https://arxiv.org/abs/2503.16309)
 [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
 <a href="https://colab.research.google.com/drive/1K9lBPxcLh55mr8o50Y7aHkjzjEWKPCrM?usp=sharing"><img alt="Colab" src="https://colab.research.google.com/assets/colab-badge.svg"></a>
 <a href="https://huggingface.co/eigenvivek/xvr/tree/main" target="_blank"><img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-ffc107?color=ffc107&logoColor=white"/></a>
@@ -40,6 +39,49 @@ tags:
 
 ## Installation and Usage
 
-This repository contains pretrained pose regression models to be run on public benchmarks datasets (reformatted into DICOM/NIfTI format) available [here](https://huggingface.co/datasets/eigenvivek/xvr-data/tree/main).
+Refer to the [GitHub repository](https://github.com/eigenvivek/xvr) for detailed installation instructions, usage examples, and documentation on training, finetuning, and registration.
 
-It also contains a foundation pose regression model (`wbct/model.pth`) intended to be quickly finetuned on new scans. Please refer to the [GitHub repository](https://github.com/eigenvivek/xvr) for detailed installation instructions, usage examples, and documentation on training, finetuning, and registration.
+
+## Experiments
+
+#### Models
+
+Pretrained models are available [here](https://huggingface.co/eigenvivek/xvr/tree/main).
+
+#### Data
+
+Benchmarks datasets, reformatted into DICOM/NIfTI files, are available [here](https://huggingface.co/datasets/eigenvivek/xvr-data/tree/main).
+
+If you use the [`DeepFluoro`](https://github.com/rg2/DeepFluoroLabeling-IPCAI2020) dataset, please cite:
+
+    @article{grupp2020automatic,
+      title={Automatic annotation of hip anatomy in fluoroscopy for robust and efficient 2D/3D registration},
+      author={Grupp, Robert B and Unberath, Mathias and Gao, Cong and Hegeman, Rachel A and Murphy, Ryan J and Alexander, Clayton P and Otake, Yoshito and McArthur, Benjamin A and Armand, Mehran and Taylor, Russell H},
+      journal={International journal of computer assisted radiology and surgery},
+      volume={15},
+      pages={759--769},
+      year={2020},
+      publisher={Springer}
+    }
+
+If you use the [`Ljubljana`](https://lit.fe.uni-lj.si/en/research/resources/3D-2D-GS-CA/) dataset, please cite:
+
+    @article{pernus20133d,
+      title={3D-2D registration of cerebral angiograms: A method and evaluation on clinical images},
+      author={Mitrović, Uros˘ and S˘piclin, Z˘iga and Likar, Bos˘tjan and Pernus˘, Franjo},
+      journal={IEEE transactions on medical imaging},
+      volume={32},
+      number={8},
+      pages={1550--1563},
+      year={2013},
+      publisher={IEEE}
+    }
+
+
+#### Logging
+
+We use `wandb` to log experiments. To use this feature, set the `WANDB_API_KEY` environment variable by adding the following line to your `.zshrc` or `.bashrc` file:
+
+```zsh
+export WANDB_API_KEY=your_api_key
+```
\ No newline at end of file
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