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 <div class="section" id="what-s-new">
 <h2>What’s new<a class="headerlink" href="#what-s-new" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li><p>[Nov 19] <code class="docutils literal notranslate"><span class="pre">ImageDataManager</span></code> can load training data from target datasets by setting <code class="docutils literal notranslate"><span class="pre">load_train_targets=True</span></code>, and the train-loader can be accessed with <code class="docutils literal notranslate"><span class="pre">train_loader_t</span> <span class="pre">=</span> <span class="pre">datamanager.train_loader_t</span></code>. This feature is useful for domain adaptation research.</p></li>
+<li><p>[Dec 2019] Our <a class="reference external" href="https://arxiv.org/pdf/1905.00953v6.pdf">OSNet paper</a> has been updated, with additional experiments (in section B of the supplementary) showing some useful techniques for improving OSNet’s performance in practice.</p></li>
+<li><p>[Nov 2019] <code class="docutils literal notranslate"><span class="pre">ImageDataManager</span></code> can load training data from target datasets by setting <code class="docutils literal notranslate"><span class="pre">load_train_targets=True</span></code>, and the train-loader can be accessed with <code class="docutils literal notranslate"><span class="pre">train_loader_t</span> <span class="pre">=</span> <span class="pre">datamanager.train_loader_t</span></code>. This feature is useful for domain adaptation research.</p></li>
 </ul>
 </div>
 <div class="section" id="installation">