diff --git a/alumni/index.html b/alumni/index.html
index 2b24a50..338b4c1 100644
--- a/alumni/index.html
+++ b/alumni/index.html
@@ -205,6 +205,11 @@ <h2>Alumni</h2>
                     </div>
             </div>
             <div class="row 50% uniform">
+                    <div class="3u" id="anton-osokin">
+                        <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/osokin.jpg" alt="" /></span></span>
+                        <span class="title">
+<a href="https://aosokin.github.io/">Anton Osokin</a>                        </span>
+                    </div>
                     <div class="3u" id="anuar-askergali">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/askergali.jpg" alt="" /></span></span>
                         <span class="title">
@@ -220,23 +225,30 @@ <h2>Alumni</h2>
                         <span class="title">
 Daniil Polykovskiy, Insilico Medicine                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="darya-voronkova">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/voronkova.jpg" alt="" /></span></span>
                         <span class="title">
 Darya Voronkova                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="dmitry-molchanov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/molchanov.jpg" alt="" /></span></span>
                         <span class="title">
 Dmitry Molchanov                        </span>
+                    </div>
+                    <div class="3u" id="irina-saparina">
+                        <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/saparina.jpg" alt="" /></span></span>
+                        <span class="title">
+Irina Saparina                        </span>
                     </div>
                     <div class="3u" id="iuliia-molchanova">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/molchanova.jpg" alt="" /></span></span>
                         <span class="title">
 Iuliia Molchanova                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="kirill-neklyudov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/neklyudov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -247,8 +259,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Maxim Kochurov                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="maxim-kuznetsov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/kuznetsov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -259,6 +269,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Pavel Mazaev, Yandex                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="pavel-shvechikov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/shvechikov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -269,8 +281,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Nikita Popov, RWTH Aachen                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="viktor-yanush">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/yanush.jpg" alt="" /></span></span>
                         <span class="title">
@@ -281,6 +291,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Iurii Kemaev, DeepMind                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="valery-kharitonov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/kharitonov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -291,8 +303,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Evgenii Nikishin, Cornell                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="anton-rodomanov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/rodomanov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -303,6 +313,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Roman Bobrov                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="victor-rudnev">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/rudnev.jpg" alt="" /></span></span>
                         <span class="title">
@@ -313,8 +325,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Alexander Shevchenko, IST Austria                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="timur-garipov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/garipov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -325,6 +335,8 @@ <h2>Alumni</h2>
                         <span class="title">
 <a href="https://scholar.google.ru/citations?user=jMUkLqwAAAAJ&hl=en">Alexander Novikov</a>, DeepMind                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="dmitry-podoprikhin">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/podoprikhin.jpg" alt="" /></span></span>
                         <span class="title">
@@ -335,8 +347,6 @@ <h2>Alumni</h2>
                         <span class="title">
 <a href="https://scholar.google.com/citations?user=05uQHIgAAAAJ&hl=en">Polina Kirichenko</a>, Cornell                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="nikita-romanov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/romanov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -347,6 +357,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Vladislav Skripniuk                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="ilia-yakubovskiy">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/yakubovskiy.jpg" alt="" /></span></span>
                         <span class="title">
@@ -357,8 +369,6 @@ <h2>Alumni</h2>
                         <span class="title">
 <a href="https://figurnov.ru/">Michael Figurnov</a>, DeepMind                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="pavel-izmailov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/izmailov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -369,6 +379,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Michael Khalman                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="pavel-temirchev">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/temirchev.jpg" alt="" /></span></span>
                         <span class="title">
@@ -379,8 +391,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Ekaterina Yakovleva                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="sergey-bartunov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/bartunov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -391,6 +401,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Vlad Chabanenko                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="igor-gitman">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/gitman.jpg" alt="" /></span></span>
                         <span class="title">
@@ -401,8 +413,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Roman Shapovalov                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="alexandr-chistyakov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/chistyakov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -413,6 +423,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Dmitry Kondrashkin, Yandex                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="yurij-sokurskij">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/sokurskij.jpg" alt="" /></span></span>
                         <span class="title">
@@ -423,8 +435,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Mikhail Gavrikov                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="peter-romov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/romov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -435,6 +445,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Denis Elshin                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="ekaterina-lomakina">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/lomakina.jpg" alt="" /></span></span>
                         <span class="title">
@@ -445,8 +457,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Konstantin Nekrasov                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="anton-golovin">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/golovin.jpg" alt="" /></span></span>
                         <span class="title">
@@ -457,6 +467,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Ivan Kaspersky                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="andrey-tikhonov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/tikhonov.jpg" alt="" /></span></span>
                         <span class="title">
@@ -467,8 +479,6 @@ <h2>Alumni</h2>
                         <span class="title">
 Valeriy Vishnevsky, ETH Zurich                        </span>
                     </div>
-            </div>
-            <div class="row 50% uniform">
                     <div class="3u" id="boris-yangel">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/yangel.jpg" alt="" /></span></span>
                         <span class="title">
@@ -479,6 +489,8 @@ <h2>Alumni</h2>
                         <span class="title">
 Victor Chernyshov                        </span>
                     </div>
+            </div>
+            <div class="row 50% uniform">
                     <div class="3u" id="alexandr-kirillov">
                         <span class="avatar-highlighter"><span class="image avatar"><img src="/photos/kirillov.jpg" alt="" /></span></span>
                         <span class="title">
diff --git a/people/anton-osokin/index.html b/people/anton-osokin/index.html
deleted file mode 100644
index f311b85..0000000
--- a/people/anton-osokin/index.html
+++ /dev/null
@@ -1,124 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<!-- Global site tag (gtag.js) - Google Analytics -->
-<script async src="https://www.googletagmanager.com/gtag/js?id=UA-127803291-1"></script>
-<script>
-  window.dataLayer = window.dataLayer || [];
-  function gtag(){dataLayer.push(arguments);}
-  gtag('js', new Date());
-
-  gtag('config', 'UA-127803291-1');
-</script>
-
-        
-        <title>Anton Osokin – Bayesian Methods Research Group</title>
-        <meta http-equiv="refresh" content="0; URL=https://aosokin.github.io/" />
-        <meta property="twitter:site" content="@bayesgroup" />
-        <meta property="twitter:card" content="summary" />
-        <meta property="og:title" content="Anton Osokin – Bayesian Methods Research Group" />
-        <meta property="og:description" content="from Bremen, Germany" />
-        <meta property="og:image" content="http://bayesgroup.org/photos/osokin.jpg" />
-        <meta charset="utf-8" />
-        <meta name="viewport" content="width=device-width, initial-scale=1" />
-        <!--[if lte IE 8]><script src="/theme/js/ie/html5shiv.js"></script><![endif]-->
-        <link rel="stylesheet" href="/theme/css/main.css" />
-        <!--[if lte IE 8]><link rel="stylesheet" href="/theme/css/ie8.css" /><![endif]-->
-</head>
-
-<body>
-        <!-- Header -->
-            <section id="header">
-                <header>
-                    <span class="image"><a href="/"><img src="/theme/images/bayesgroup.png" alt="" /></a></span>
-                    <h1 id="logo">Bayesian Methods Research Group</h1>
-                    <p>from Bremen, Germany</p>
-                </header>
-                <nav id="nav">
-                    <ul>
-                                <li><a href="/about/">About</a></li>
-                                <li class="active"><a href="/people">People</a></li>
-                                <li><a href="/publications">Publications</a></li>
-                                <li><a href="/teaching">Teaching</a></li>
-                                <li><a href="/admission/">Admission</a></li>
-                                <li><a href="/alumni/">Alumni</a></li>
-                    </ul>
-                </nav>
-                <footer>
-                    <ul class="icons">
-                        <li><a href="https://twitter.com/bayesgroup" class="icon fa-twitter"><span class="label">Twitter</span></a></li>
-                        <li><a href="https://www.youtube.com/@bayesgroup" class="icon fa-youtube"><span class="label">Youtube</span></a></li>
-                        <li><a href="mailto:info@bayesgroup.org" class="icon fa-envelope"><span class="label">Email</span></a></li>
-                    </ul>
-                </footer>
-            </section>
-
-        <!-- Wrapper -->
-            <div id="wrapper">
-
-                <!-- Group Photo -->
-                    <section id="photo">
-                        <div class="container">
-                            <span class="image fit"><img src="/theme/images/banner.jpg" alt="" /></span>
-                         </div>
-                    </section>
-
-                <!-- Main -->
-                    <div id="main">
-<section id="page">
-	<div class="container">
-		<header class="major">
-			<h2>Anton Osokin</h2>
-		</header>
-
-    
-
-    <h4>Recent Publications</h4>
-    <ul id="recent-publications-list">
-            <li>
-                <b><a href="/publications/2018-quantifying-learning-guarantees-for-convex-but-inconsistent-surrogates/">Quantifying Learning Guarantees for Convex but Inconsistent Surrogates</a></b>
-                (2018)
-<span class="ribbon-container"><span class="ribbon-right ribbon-teal" title="Thirty-second Conference on Neural Information Processing Systems">NeurIPS 2018</span></span>            </li>
-            <li>
-                <b><a href="/publications/#pub-n650">SEARNN: Training RNNs with global-local losses</a></b>
-                (2018)
-            </li>
-            <li>
-                <b><a href="/publications/#pub-n470">Breaking Sticks and Ambiguities with Adaptive Skip-gram</a></b>
-                (2016)
-            </li>
-            <li>
-                <b><a href="/publications/#pub-n460">Deep Part-Based Generative Shape Model with Latent Variables</a></b>
-                (2016)
-<span class="ribbon-container"><span class="ribbon-right ribbon-teal" title="British Machine Vision Conference 2016">BMVC 2016</span></span>            </li>
-            <li>
-                <b><a href="/publications/#pub-n360">Tensorizing Neural Networks</a></b>
-                (2015)
-            </li>
-    </ul>
-    </div>
-</section>
-                    </div>
-
-                <!-- Footer -->
-                    <section id="footer">
-                        <div class="container">
-                            <ul class="copyright">
-                                <li>Proudly powered by <a href="http://getpelican.com/">Pelican</a>, which takes great advantage of <a href="http://python.org">Python</a>.</li><li>Design: <a href="http://html5up.net">HTML5 UP</a></li>
-                            </ul>
-                        </div>
-                    </section>
-
-            </div>
-
-        <!-- Scripts -->
-            <script src="/theme/js/jquery.min.js"></script>
-            <script src="/theme/js/jquery.scrollzer.min.js"></script>
-            <script src="/theme/js/jquery.scrolly.min.js"></script>
-            <script src="/theme/js/skel.min.js"></script>
-            <script src="/theme/js/util.js"></script>
-            <!--[if lte IE 8]><script src="theme/js/ie/respond.min.js"></script><![endif]-->
-            <script src="/theme/js/main.js"></script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/people/index.html b/people/index.html
index 8adf7a3..4202de9 100644
--- a/people/index.html
+++ b/people/index.html
@@ -84,7 +84,7 @@ <h3>Teams</h3>
         <div class="box alt align-center">
             <div class="row 50% uniform">
                     <div class="6u">
-                        <span class="image avatar"><img src="/photos/deepbayes.jpg" alt="" /></span>
+                        <span class="image avatar"><img src="/photos/bremen-team.jpg" alt="" /></span>
                         <span class="title"><a href="/teams/bremen-team/">Bremen</a></span>
                     </div>
                     <div class="6u">
diff --git a/people/irina-saparina/index.html b/people/irina-saparina/index.html
deleted file mode 100644
index c73c032..0000000
--- a/people/irina-saparina/index.html
+++ /dev/null
@@ -1,103 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<!-- Global site tag (gtag.js) - Google Analytics -->
-<script async src="https://www.googletagmanager.com/gtag/js?id=UA-127803291-1"></script>
-<script>
-  window.dataLayer = window.dataLayer || [];
-  function gtag(){dataLayer.push(arguments);}
-  gtag('js', new Date());
-
-  gtag('config', 'UA-127803291-1');
-</script>
-
-        
-        <title>Irina Saparina – Bayesian Methods Research Group</title>
-        <meta property="twitter:site" content="@bayesgroup" />
-        <meta property="twitter:card" content="summary" />
-        <meta property="og:title" content="Irina Saparina – Bayesian Methods Research Group" />
-        <meta property="og:description" content="from Bremen, Germany" />
-        <meta property="og:image" content="http://bayesgroup.org/photos/saparina.jpg" />
-        <meta charset="utf-8" />
-        <meta name="viewport" content="width=device-width, initial-scale=1" />
-        <!--[if lte IE 8]><script src="/theme/js/ie/html5shiv.js"></script><![endif]-->
-        <link rel="stylesheet" href="/theme/css/main.css" />
-        <!--[if lte IE 8]><link rel="stylesheet" href="/theme/css/ie8.css" /><![endif]-->
-</head>
-
-<body>
-        <!-- Header -->
-            <section id="header">
-                <header>
-                    <span class="image"><a href="/"><img src="/theme/images/bayesgroup.png" alt="" /></a></span>
-                    <h1 id="logo">Bayesian Methods Research Group</h1>
-                    <p>from Bremen, Germany</p>
-                </header>
-                <nav id="nav">
-                    <ul>
-                                <li><a href="/about/">About</a></li>
-                                <li class="active"><a href="/people">People</a></li>
-                                <li><a href="/publications">Publications</a></li>
-                                <li><a href="/teaching">Teaching</a></li>
-                                <li><a href="/admission/">Admission</a></li>
-                                <li><a href="/alumni/">Alumni</a></li>
-                    </ul>
-                </nav>
-                <footer>
-                    <ul class="icons">
-                        <li><a href="https://twitter.com/bayesgroup" class="icon fa-twitter"><span class="label">Twitter</span></a></li>
-                        <li><a href="https://www.youtube.com/@bayesgroup" class="icon fa-youtube"><span class="label">Youtube</span></a></li>
-                        <li><a href="mailto:info@bayesgroup.org" class="icon fa-envelope"><span class="label">Email</span></a></li>
-                    </ul>
-                </footer>
-            </section>
-
-        <!-- Wrapper -->
-            <div id="wrapper">
-
-                <!-- Group Photo -->
-                    <section id="photo">
-                        <div class="container">
-                            <span class="image fit"><img src="/theme/images/banner.jpg" alt="" /></span>
-                         </div>
-                    </section>
-
-                <!-- Main -->
-                    <div id="main">
-<section id="page">
-	<div class="container">
-		<header class="major">
-			<h2>Irina Saparina</h2>
-		</header>
-
-    
-
-    <h4>Recent Publications</h4>
-    <ul id="recent-publications-list">
-    </ul>
-    </div>
-</section>
-                    </div>
-
-                <!-- Footer -->
-                    <section id="footer">
-                        <div class="container">
-                            <ul class="copyright">
-                                <li>Proudly powered by <a href="http://getpelican.com/">Pelican</a>, which takes great advantage of <a href="http://python.org">Python</a>.</li><li>Design: <a href="http://html5up.net">HTML5 UP</a></li>
-                            </ul>
-                        </div>
-                    </section>
-
-            </div>
-
-        <!-- Scripts -->
-            <script src="/theme/js/jquery.min.js"></script>
-            <script src="/theme/js/jquery.scrollzer.min.js"></script>
-            <script src="/theme/js/jquery.scrolly.min.js"></script>
-            <script src="/theme/js/skel.min.js"></script>
-            <script src="/theme/js/util.js"></script>
-            <!--[if lte IE 8]><script src="theme/js/ie/respond.min.js"></script><![endif]-->
-            <script src="/theme/js/main.js"></script>
-
-</body>
-</html>
\ No newline at end of file
diff --git a/photos/bremen-team.jpg b/photos/bremen-team.jpg
new file mode 100644
index 0000000..b4c57df
Binary files /dev/null and b/photos/bremen-team.jpg differ
diff --git a/publications/2018-quantifying-learning-guarantees-for-convex-but-inconsistent-surrogates/index.html b/publications/2018-quantifying-learning-guarantees-for-convex-but-inconsistent-surrogates/index.html
index fb0dab8..14f1ec2 100644
--- a/publications/2018-quantifying-learning-guarantees-for-convex-but-inconsistent-surrogates/index.html
+++ b/publications/2018-quantifying-learning-guarantees-for-convex-but-inconsistent-surrogates/index.html
@@ -81,8 +81,8 @@ <h2><span class="ribbon-container"><span class="ribbon-left ribbon-green" title=
                     <img src="/photos/unknown.png" alt="Photo Simon Lacoste-Julien" /> Simon Lacoste-Julien
                 </li>
 
-                <li class="author">
-                    <a href="https://aosokin.github.io/">
+                <li class="author-alumni">
+                    <a href="/alumni/#anton-osokin">
                     <img src="/photos/osokin.jpg" alt="Photo Anton Osokin" /> Anton Osokin
                     </a>
                 </li>