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Such settings can often be compromised by adversaries that target either the private data used by the federation or the integrity of the model itself. This requires the medical imaging community to develop mechanisms to train collaborative models that are private and robust against adversarial data. In response to these challenges, we propose a practical open-source framework to study the effectiveness of combining differential privacy, model compression and adversarial training to improve the robustness of models against adversarial samples under train- and inference-time attacks. 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width="100%" align="center"><a href="javascript: history.back()" class="mediatum-link-mediatum">Zur眉ck</a><br/><a href="/1653998?nodes_per_page=10" class="mediatum-link-mediatum">Zur眉ck zum Anfang der Trefferliste</a><br/><a href="/1752939" class="mediatum-link-mediatum">Dauerhafter Link zum angezeigten Objekt</a> </td> <td align="right" valign="top" nowrap=""><a href="/1653998?nodes_per_page=10&show_id=1752939&result_nav=next"> <div id="mediatum_img_pageright"></div></a><a href="/1653998?nodes_per_page=10&result_nav=last"> <div id="mediatum_img_pageright_end"></div></a> </td> </tr> </table><br/> </div>  <link rel="stylesheet" href="/static/css/childs.css"/> <link rel="stylesheet" href="/static/css/jade_style.css"/> <div class="object_main content_container"> <dl class="object_meta object_column"><dt class="mask_label">Titel:</dt> <dd class="mask_value"><h1>Can Collaborative Learning Be Private, Robust and Scalable?</h1></dd> <dt class="mask_label">Dokumenttyp:</dt> <dd class="mask_value">Proceedings Paper</dd> <dt class="mask_label">Autor(en):</dt> <dd class="mask_value">Usynin, Dmitrii; Klause, Helena; Paetzold, Johannes C.; Rueckert, Daniel; Kaissis, Georgios</dd> <dt class="mask_label">Abstract:</dt> <dd class="mask_value"><div id="abstract_full" style="display:none">In federated learning for medical image analysis, the safety of the learning protocol is paramount. Such settings can often be compromised by adversaries that target either the private data used by the federation or the integrity of the model itself. This requires the medical imaging community to develop mechanisms to train collaborative models that are private and robust against adversarial data. In response to these challenges, we propose a practical open-source framework to study the effectiveness of combining differential privacy, model compression and adversarial training to improve the robustness of models against adversarial samples under train- and inference-time attacks. Using our framework, we achieve competitive model performance, a significant reduction in model's size and an improved empirical adversarial robustness without a severe performance degradation, critical in medical image analysis.     <a href="#!" title="Text reduzieren" onclick="expandLongMetatext('abstract'); return false" class="mediatum-link-mediatum">«</a></div><div id="abstract_more"> In federated learning for medical image analysis, the safety of the learning protocol is paramount. Such settings can often be compromised by adversaries that target either the private data used by the federation or the integrity of the model itself. This requires the medical imaging community to develop mechanisms to train collaborative models that are private and robust against adversarial data. In response to these challenges, we propose a practical open-source framework to study the effectiv...     <a href="#!" title="gesamten Text zeigen" onclick="expandLongMetatext('abstract'); return false" class="mediatum-link-mediatum">»</a></div></dd> <dt class="mask_label">Zeitschriftentitel:</dt> <dd class="mask_value">Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv</dd> <dt class="mask_label">Jahr:</dt> <dd class="mask_value">2022</dd> <dt class="mask_label">Band / Volume:</dt> <dd class="mask_value">13573</dd> <dt class="mask_label">Seitenangaben Beitrag:</dt> <dd class="mask_value">37-46</dd> <dt class="mask_label">Volltext / DOI:</dt> <dd class="mask_value"><a href="https://doi.org/10.1007/978-3-031-18523-6_4" target="_blank" title="In neuem Fenster anzeigen" class="mediatum-link-external">doi:10.1007/978-3-031-18523-6_4</a></dd> <dt class="mask_label">Print-ISSN:</dt> <dd class="mask_value">0302-9743</dd> <dt class="mask_label">TUM Einrichtung:</dt> <dd class="mask_value">Institut f眉r KI und Informatik in der Medizin (Prof. R眉ckert)</dd> <dt class="action_icon"><a href="/export/1752939/bibtex" target="bibtexdocument" title="BibTeX Informationen in neuem Fenster 枚ffnen" class="mediatum-link-mediatum"><img src="/static/img/bibtex.gif" class="mediatum-icon-small"/> BibTeX</a> </dt> </dl>  <div class="clear"></div> </div> <div class="clear"></div>  <div id="paths"><b>Vorkommen:</b><br/> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/1433087" class="breadcrumb-delimiter mediatum-link-mediatum">Hochschulbibliographie</a><a href="/1653795" class="breadcrumb-delimiter mediatum-link-mediatum">2022</a><a href="/1653796" class="breadcrumb-delimiter mediatum-link-mediatum">Schools und Fakult盲ten</a><a href="/1653998" class="breadcrumb-delimiter mediatum-link-mediatum">Medizin</a><a href="/1654005" class="mediatum-link-mediatum">Institut f眉r Medizinische Statistik und Epidemiologie</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/670273" class="breadcrumb-delimiter mediatum-link-mediatum">Einrichtungen</a><a href="/670274" class="breadcrumb-delimiter mediatum-link-mediatum">Schools </a><a href="/680583" class="breadcrumb-delimiter mediatum-link-mediatum">TUM School of Medicine and Health</a><a href="/1722655" class="breadcrumb-delimiter mediatum-link-mediatum">Departments</a><a href="/674543" class="breadcrumb-delimiter mediatum-link-mediatum">Clinical Medicine</a><a href="/670631" class="breadcrumb-delimiter mediatum-link-mediatum">Institut f眉r KI und Informatik in der Medizin (Prof. R眉ckert)</a><a href="/1684532" class="mediatum-link-mediatum">2022</a> </li> </ul> </div>  </div> <div style="clear:both;"></div> </div> <div style="clear:both"></div> <div id="footer"><span class="footer_left"><a href="mailto:mediatum@ub.tum.de" class="customcontent mediatum-link-external">mediatum@ub.tum.de</a><a href="/?item=604993_15.html" class="customcontent mediatum-link-internal">Kontakt</a><a href="/?item=604993_17.html" class="customcontent mediatum-link-internal">脺ber mediaTUM</a><a href="/?item=604993_14.html" class="customcontent mediatum-link-internal">Hilfe</a></span><span class="footer_right"><a href="/?item=604993_12.html" class="customcontent mediatum-link-internal">Nutzungsrechte</a><a href="/?item=604993_9.html" class="customcontent mediatum-link-internal">Datenschutz</a><a href="/?item=604993_18.html" class="customcontent mediatum-link-internal">Barrierefreiheit</a><a href="https://www.ub.tum.de/impressum" class="customcontent mediatum-link-external">Impressum</a></span> </div> </div> </body> </html>