From cc73d89f4a30fcd57aa59487629ec99ec65ce108 Mon Sep 17 00:00:00 2001
From: Taewoon Kim <tae898@gmail.com>
Date: Sun, 18 Aug 2024 20:07:47 +0200
Subject: [PATCH] chore: Update README with room layout images

---
 README-v2.md | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/README-v2.md b/README-v2.md
index db8fec4..7555eb2 100644
--- a/README-v2.md
+++ b/README-v2.md
@@ -1,6 +1,6 @@
 # The Room environment - v2
 
-[![DOI](https://img.shields.io/badge/Paper-PDF-red.svg)]()
+[![DOI](https://img.shields.io/badge/Paper-PDF-red.svg)](https://arxiv.org/pdf/2408.05861)
 
 We have released a challenging [Gymnasium](https://www.gymlibrary.dev/) compatible
 environment. See the paper for more information.
@@ -78,10 +78,18 @@ inspire, and create. Any contributions you make are **greatly appreciated**.
 1. Push to the Branch (`git push origin feature/AmazingFeature`)
 1. Open a Pull Request
 
-## [Cite our paper](WIP)
+## [Cite our paper](https://arxiv.org/abs/2408.05861)
 
 ```bibtex
-WIP
+@misc{kim2024leveragingknowledgegraphbasedhumanlike,
+      title={Leveraging Knowledge Graph-Based Human-Like Memory Systems to Solve Partially Observable Markov Decision Processes},
+      author={Taewoon Kim and Vincent François-Lavet and Michael Cochez},
+      year={2024},
+      eprint={2408.05861},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2408.05861},
+}
 ```
 
 ## Authors