Update documentation

_sources/index.md

@@ -13,6 +13,12 @@ Some of `poli`'s features:
 
 This documentation also discusses [`poli-baselines`](https://github.com/MachineLearningLifeScience/poli-baselines), a collection of optimizers of these discrete black box functions.
 
+:::{admonition} We are running a benchmark!
+
+Using `poli` and `poli-baselines`, [we are running a benchmark comparing high-dimensional Bayesian optimization algorithms for discrete sequence](https://machinelearninglifescience.github.io/hdbo_benchmark/).
+
+:::
+
 ## Getting started
 
 A good place to start is the next chapter! [Go to Getting Started](./getting_started/getting_started.md).

index.html

@@ -750,6 +750,10 @@ <h1>poli 🧪: a library of discrete objective functions<a class="headerlink" hr
 <li><p><code class="docutils literal notranslate"><span class="pre">SMILES</span></code> and <code class="docutils literal notranslate"><span class="pre">SELFIES</span></code> support for small molecule manipulation.</p></li>
 </ul>
 <p>This documentation also discusses <a class="reference external" href="https://github.com/MachineLearningLifeScience/poli-baselines"><code class="docutils literal notranslate"><span class="pre">poli-baselines</span></code></a>, a collection of optimizers of these discrete black box functions.</p>
+<div class="admonition-we-are-running-a-benchmark admonition">
+<p class="admonition-title">We are running a benchmark!</p>
+<p>Using <code class="docutils literal notranslate"><span class="pre">poli</span></code> and <code class="docutils literal notranslate"><span class="pre">poli-baselines</span></code>, <a class="reference external" href="https://machinelearninglifescience.github.io/hdbo_benchmark/">we are running a benchmark comparing high-dimensional Bayesian optimization algorithms for discrete sequence</a>.</p>
+</div>
 <section id="getting-started">
 <h2>Getting started<a class="headerlink" href="#getting-started" title="Permalink to this heading">#</a></h2>
 <p>A good place to start is the next chapter! <a class="reference internal" href="getting_started/getting_started.html"><span class="doc std std-doc">Go to Getting Started</span></a>.</p>