Update README.md

README.md

@@ -6,7 +6,7 @@ base_model:
 ---
 # **Cosmos-Policy-ALOHA-Predict2-2B**
 
-[**Cosmos Policy**](https://huggingface.co/collections/nvidia/cosmos-policy) | [**Code**](http://github.com/NVlabs/cosmos-policy) | **White Paper Coming Soon** | [**Website**](https://research.nvidia.com/labs/dir/cosmos-policy/)
+[**Cosmos Policy**](https://huggingface.co/collections/nvidia/cosmos-policy) | [**Code**](http://github.com/NVlabs/cosmos-policy) | [**White Paper**](https://arxiv.org/abs/2601.16163) | [**Website**](https://research.nvidia.com/labs/dir/cosmos-policy/)
 
 # Model Overview
 
@@ -258,7 +258,7 @@ Please report security vulnerabilities or NVIDIA AI Concerns [here](https://www.
 - **Base Model**: [Cosmos-Predict2-2B-Video2World](https://huggingface.co/nvidia/Cosmos-Predict2-2B-Video2World)
 - **Training Dataset**: [ALOHA-Cosmos-Policy](https://huggingface.co/datasets/nvidia/ALOHA-Cosmos-Policy)
 - **Planning Model Checkpoint**: [Cosmos-Policy-ALOHA-Planning-Model-Predict2-2B](https://huggingface.co/nvidia/Cosmos-Policy-ALOHA-Planning-Model-Predict2-2B)
-- **Paper**: *Cosmos Policy: Fine-Tuning Video Models for Visuomotor Control and Planning*
+- **Paper**: https://arxiv.org/abs/2601.16163 
 - **Original ALOHA**: [Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware](https://arxiv.org/abs/2304.13705)
 
 ## Citation