Update Readme

Signed-off-by: vaskers5 <[email protected]>

README.md

@@ -2,7 +2,7 @@
 ![Cosmos Logo](assets/cosmos-logo.png)
 
 --------------------------------------------------------------------------------
-### [Website](https://www.nvidia.com/en-us/ai/cosmos/) | [HuggingFace](https://huggingface.co/collections/nvidia/cosmos-6751e884dc10e013a0a0d8e6) | [GPU-free Preview](https://build.nvidia.com/explore/discover) | [Paper](https://research.nvidia.com/publication/2025-01_cosmos-world-foundation-model-platform-physical-ai) | [Paper Website](https://research.nvidia.com/labs/dir/cosmos1/)
+### [Website](https://www.nvidia.com/en-us/ai/cosmos/) | [HuggingFace](https://huggingface.co/collections/nvidia/cosmos-6751e884dc10e013a0a0d8e6) | [GPU-free Preview](https://build.nvidia.com/explore/discover) | [Paper](https://arxiv.org/abs/2501.03575) | [Paper Website](https://research.nvidia.com/labs/dir/cosmos1/)
 
 [NVIDIA Cosmos](https://www.nvidia.com/cosmos/) is a developer-first world foundation model platform designed to help Physical AI developers build their Physical AI systems better and faster. Cosmos contains
 
@@ -36,12 +36,13 @@ Details of the platform is described in the [Cosmos paper](https://research.nvid
 
 ## Example Usage
 
+
 ## Gradio demo
 
 [After installation](INSTALL.md) you can run local Gradio demo:
 
 ```python
-CUDA_VISIBLE_DEVICES=0 python gradio_demo.py 
+CUDA_VISIBLE_DEVICES=0 python cosmos1/models/diffusion/gradio_demo.py 
 ```
 
 ### Inference
@@ -82,4 +83,4 @@ This project will download and install additional third-party open source softwa
 
 NVIDIA Cosmos source code is released under the [Apache 2 License](https://www.apache.org/licenses/LICENSE-2.0).
 
-NVIDIA Cosmos models are released under the [NVIDIA Open Model License](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license). For a custom license, please contact [[email protected]](mailto:[email protected]).
+NVIDIA Cosmos models are released under the [NVIDIA Open Model License](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license). For a custom license, please contact [[email protected]](mailto:[email protected]).