From 0ea83c2d7104ad2d179fd055f271dcbe94a263a3 Mon Sep 17 00:00:00 2001
From: anschaible <131476730+anschaible@users.noreply.github.com>
Date: Wed, 14 Jan 2026 15:00:57 +0100
Subject: [PATCH 1/2] Fix image link and enhance installation instructions

Updated image source and installation instructions in README.
---
 README.md | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 77df351..062138d 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 <p align="center">
-  <img src="./logo_rubix.png" alt="Rubix Logo" width="30%">
+  <img src="[https://github.com/AstroAI-Lab/rubix/blob/main/logo_rubix.png]" alt="Rubix Logo" width="30%">
 </p>
 
 # Welcome to RUBIX
@@ -25,8 +25,13 @@ Key features include:
 - **Flexible and Extensible:** Designed to easily integrate with existing pipelines and astrophysical analysis tools.
 
 ## Installation
+Rubix is on [PyPi](https://pypi.org/project/astro-rubix/). You can install it via
 
-The Python package `rubix` is published on GitHub and can be installed alongside its runtime dependencies (including JAX) by choosing the relevant extras. For a CPU-only environment, install with:
+```
+pip install astro-rubix
+```
+
+Alternatively, the Python package `rubix` is published on GitHub and can be installed alongside its runtime dependencies (including JAX) by choosing the relevant extras. For a CPU-only environment, install with:
 
 ```
 git clone https://github.com/AstroAI-Lab/rubix.git
@@ -81,7 +86,7 @@ Please see [here](docs/CONTRIBUTING.md) for contribution guidelines.
 
 Thank you for helping improve `rubix`!
 
-## Citation & Acknowledgement
+## Citation
 
 Please cite **both** of the following papers ([Cakir et al. 2024](https://arxiv.org/abs/2412.08265), [Schaible et al. 2025](https://arxiv.org/abs/2511.17110)) if you use Rubix in your research:
 

From 06738edb8a0eaac83435c1acb506d5ea6a340527 Mon Sep 17 00:00:00 2001
From: anschaible <131476730+anschaible@users.noreply.github.com>
Date: Wed, 14 Jan 2026 15:03:55 +0100
Subject: [PATCH 2/2] Fix image source URL in README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 062138d..d9796e1 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 <p align="center">
-  <img src="[https://github.com/AstroAI-Lab/rubix/blob/main/logo_rubix.png]" alt="Rubix Logo" width="30%">
+  <img src="https://github.com/AstroAI-Lab/rubix/blob/main/logo_rubix.png" alt="Rubix Logo" width="30%">
 </p>
 
 # Welcome to RUBIX