diff --git a/docs/index.html b/docs/index.html
index e5951d9c3..72eeb3295 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -338,10 +338,12 @@ <h3>Easy to Extend</h3>
             <h3>📄 Paper</h3>
             <div>
               A preprint of our most recent paper is available on
-              <a href="#">ArXiv</a>. It includes an in-depth discussion of the
-              different design decisions and its limiations, as well as a
-              multi-faceted analysis of results from large scale comparison
-              across 9 frameworks on more than 100 tasks.
+              <a href="https://arxiv.org/abs/2207.12560" target="_blank"
+                >ArXiv</a
+              >. It includes an in-depth discussion of the different design
+              decisions and its limiations, as well as a multi-faceted analysis
+              of results from large scale comparison across 9 frameworks on more
+              than 100 tasks.
               <!-- https://arxiv.org/abs/1907.00909 -->
             </div>
           </div>
diff --git a/docs/papers.html b/docs/papers.html
index 785f08ac5..3d25ceaaa 100644
--- a/docs/papers.html
+++ b/docs/papers.html
@@ -210,16 +210,11 @@ <h2 class="paper-title">AMLB: an AutoML Benchmark</h2>
             <strong>2022</strong>
             <div>Under Review</div>
           </div>
-          <p>Links to be added after preprint publication.</p>
-          <!-- <a class="flat-button">
+          <a class="flat-button">
             <label for="cite-2022">CITE</label>
           </a>
-          <a
-            href="https://www.automl.org/wp-content/uploads/2019/06/automlws2019_Paper45.pdf"
-            target="_blank"
-            >PDF</a
-          >
-          <a href="https://arxiv.org/abs/1907.00909" target="_blank">ArXiv</a>
+          <a href="https://arxiv.org/pdf/2207.12560.pdf" target="_blank">PDF</a>
+          <a href="https://arxiv.org/abs/2207.12560" target="_blank">ArXiv</a>
         </div>
         <div>
           <input
@@ -228,15 +223,22 @@ <h2 class="paper-title">AMLB: an AutoML Benchmark</h2>
             class="hidden-content-checkbox"
           />
           <div class="hidden-content bibtex">
-            @article{amlb2019, <br />
-            &emsp; title={An Open Source AutoML Benchmark},<br />
-            &emsp; author={Gijsbers, P. and LeDell, E. and Poirier, S. and
-            Thomas, J. and Bischl, B. and Vanschoren, J.}, <br />
-            &emsp; journal={arXiv preprint arXiv:1907.00909 [cs.LG]}, <br />
-            &emsp; url={https://arxiv.org/abs/1907.00909}, <br />
-            &emsp; note={Accepted at AutoML Workshop at ICML 2019}, <br />
-            &emsp; year={2019} <br />}
-          </div> -->
+            @misc{https://doi.org/10.48550/arxiv.2207.12560, <br />
+            &emsp; doi = {10.48550/ARXIV.2207.12560}, <br />
+            &emsp; url = {https://arxiv.org/abs/2207.12560}, <br />
+            &emsp; author = {Gijsbers, Pieter and Bueno, Marcos L. P. and Coors,
+            Stefan and LeDell, Erin and Poirier, S\'{e}bastien and Thomas, Janek
+            and Bischl, Bernd and Vanschoren, Joaquin}, <br />
+            &emsp; keywords = {Machine Learning (cs.LG), Machine Learning
+            (stat.ML), FOS: Computer and information sciences, FOS: Computer and
+            information sciences}, <br />
+            &emsp; title = {AMLB: an AutoML Benchmark}, <br />
+            &emsp; publisher = {arXiv}, <br />
+            &emsp; year = {2022}, <br />
+            &emsp; copyright = {Creative Commons Attribution 4.0 International}
+            <br />
+            }
+          </div>
         </div>
       </div>
       <div class="paper">