diff --git a/README.md b/README.md
index 48f9f7437..823a2a6e1 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@
## What's New: 🎉
* [Model Release] November 2023, released implementation of **X-InstructBLIP**
- [Paper](https://arxiv.org/pdf/2311.18799.pdf), [Project Page](https://github.com/salesforce/LAVIS/tree/main/projects/xinstructblip), [Website](https://artemisp.github.io/X-InstructBLIP-page/)
+ [Paper](https://arxiv.org/pdf/2311.18799.pdf), [Project Page](https://github.com/salesforce/LAVIS/tree/main/projects/xinstructblip), [Website](https://artemisp.github.io/X-InstructBLIP-page/), [](https://colab.research.google.com/github/salesforce/LAVIS/blob/main/projects/xinstructblip/demo/run_demo.ipynb)
> A simple, yet effective, cross-modality framework built atop frozen LLMs that allows the integration of various modalities (image, video, audio, 3D) without extensive modality-specific customization.
* [Model Release] July 2023, released implementation of **BLIP-Diffusion**
[Paper](https://arxiv.org/abs/2305.06500), [Project Page](https://github.com/salesforce/LAVIS/tree/main/projects/blip-diffusion), [Website](https://dxli94.github.io/BLIP-Diffusion-website/)
diff --git a/projects/xinstructblip/README.md b/projects/xinstructblip/README.md
index fdaf6a90c..47e61013d 100644
--- a/projects/xinstructblip/README.md
+++ b/projects/xinstructblip/README.md
@@ -1,5 +1,8 @@
# X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning
-[]()
+
+[Artemis Panagopoulou](https://artemisp.github.io), [Le Xue](https://www.linkedin.com/in/le-tycho-xue-5abbb9157/), [Ning Yu](https://ningyu1991.github.io/), [Junnan Li](https://sites.google.com/site/junnanlics), [Dongxu Li](https://sites.google.com/view/dongxu-li/home), [Shafiq Joty](https://scholar.google.com/citations?user=hR249csAAAAJ&hl=en&oi=ao), [Ran Xu](https://scholar.google.com/citations?user=sgBB2sUAAAAJ&hl=en), [Silvio Savarese](https://scholar.google.com/citations?user=ImpbxLsAAAAJ&hl=en), [Caiming Xiong](https://scholar.google.com/citations?user=vaSdahkAAAAJ&hl=en), and [Juan Carlos Niebles](https://scholar.google.com/citations?user=hqNhUCYAAAAJ&hl=en)
+
+[](https://arxiv.org/pdf/2311.18799.pdf) [](https://colab.research.google.com/github/salesforce/LAVIS/blob/main/projects/xinstructblip/demo/run_demo.ipynb)
## Overview
@@ -11,7 +14,7 @@ X-InstructBLIP a simple yet effective multimodal framework built on top of a fro
### LAVIS Repository
```
-git clone https://github.com/artemisp/LAVIS-XInstructBLIP.git # TODO: this should be the X-InstructBLIP branch.
+git clone https://github.com/artemisp/LAVIS-XInstructBLIP.git # Once PR accepted change to official LAVIS
cd LAVIS-XInstructBLIP
pip install -e .
```
@@ -226,4 +229,17 @@ The arguments are as above, with the same audio caption data. Note that you shou
* `rnd`: adds identifier in output files in the case of multiple generations.
-## Cite
\ No newline at end of file
+## Cite
+
+```
+@misc{panagopoulou2023xinstructblip,
+ title={X-InstructBLIP: A Framework for aligning X-Modal instruction-aware
+ representations to LLMs and Emergent Cross-modal Reasoning},
+ author={Artemis Panagopoulou and Le Xue and Ning Yu and Junnan Li and Dongxu Li and
+ Shafiq Joty and Ran Xu and Silvio Savarese and Caiming Xiong and Juan Carlos Niebles},
+ year={2023},
+ eprint={2311.18799},
+ archivePrefix={arXiv},
+ primaryClass={cs.CV}
+ }
+```
\ No newline at end of file