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cl-button--has-icon cl-button--no-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-icon-button dropdown-filters__density-toggle-on"><span class="cl-button__icon"><svg aria-hidden="true" height="14" width="14" alt="" class="icon-svg icon-view-dense" data-test-id="icon-view-dense"><use xlink:href="#view-dense"></use></svg></span></button></div></div></div></div></div><div class="result-page" data-test-id="result-page"><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="8f6602b6ebe2962dacf0b563e73852183e628ddf"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Asynchronous-Federated-Optimization-Xie-Koyejo/8f6602b6ebe2962dacf0b563e73852183e628ddf"><h2 id="paper-8f6602b6ebe2962dacf0b563e73852183e628ddf" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Asynchronous Federated Optimization</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=arXiv.org"><span class="" data-test-id="venue-metadata"><span>arXiv.org</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>10 March 2019</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>It is proved that the proposed asynchronous federated optimization algorithm has near-linear convergence to a global optimum, for both strongly and non-strongly convex problems, as well as a restricted family of non-convex problems.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Asynchronous-Federated-Optimization-Xie-Koyejo/8f6602b6ebe2962dacf0b563e73852183e628ddf#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="497 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">497</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Asynchronous-Federated-Optimization-Xie-Koyejo/8f6602b6ebe2962dacf0b563e73852183e628ddf?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="92 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>92</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1903.03934.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div 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class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="6df8e13f9f3a620069b4eb6148d2b6ed5f2e46df"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Fall-of-Empires%3A-Breaking-Byzantine-tolerant-SGD-by-Xie-Koyejo/6df8e13f9f3a620069b4eb6148d2b6ed5f2e46df"><h2 id="paper-6df8e13f9f3a620069b4eb6148d2b6ed5f2e46df" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><span><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=Conference%20on%20Uncertainty%20in%20Artificial%20Intelligence"><span class="" data-test-id="venue-metadata"><span>Conference on Uncertainty in Artificial…</span></span></a></span></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>10 March 2019</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This paper shows robust aggregation methods for synchronous SGD -- coordinate-wise median and Krum -- can be broken using new attack strategies based on inner product manipulation.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Fall-of-Empires%3A-Breaking-Byzantine-tolerant-SGD-by-Xie-Koyejo/6df8e13f9f3a620069b4eb6148d2b6ed5f2e46df#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="221 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">221</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Fall-of-Empires%3A-Breaking-Byzantine-tolerant-SGD-by-Xie-Koyejo/6df8e13f9f3a620069b4eb6148d2b6ed5f2e46df?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="51 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>51</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1903.03936.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="https://arxiv.org/pdf/1903.03936.pdf" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="arxiv" data-heap-direct-pdf-link="true" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="6df8e13f9f3a620069b4eb6148d2b6ed5f2e46df"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-pdf" data-test-id="icon-fa-pdf"><use xlink:href="#fa-pdf"></use></svg>arXiv<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use 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class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-quote" data-test-id="icon-fa-quote"><use xlink:href="#fa-quote"></use></svg></span><span class="cl-button__label">Cite</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="b8167db77296f9557328f0fb6d7fe3c044d1043a"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Generalized-Byzantine-tolerant-SGD-Xie-Koyejo/b8167db77296f9557328f0fb6d7fe3c044d1043a"><h2 id="paper-b8167db77296f9557328f0fb6d7fe3c044d1043a" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Generalized Byzantine-tolerant SGD</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=arXiv.org"><span class="" data-test-id="venue-metadata"><span>arXiv.org</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>27 February 2018</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>Three new robust aggregation rules for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model are proposed and proved the Byzantine resilience properties of these aggregation rules.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Generalized-Byzantine-tolerant-SGD-Xie-Koyejo/b8167db77296f9557328f0fb6d7fe3c044d1043a#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="231 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">231</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Generalized-Byzantine-tolerant-SGD-Xie-Koyejo/b8167db77296f9557328f0fb6d7fe3c044d1043a?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="37 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>37</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1802.10116.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="https://arxiv.org/pdf/1802.10116.pdf" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="arxiv" data-heap-direct-pdf-link="true" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="b8167db77296f9557328f0fb6d7fe3c044d1043a"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-pdf" data-test-id="icon-fa-pdf"><use xlink:href="#fa-pdf"></use></svg>arXiv<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only 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cl-paper-action__button cl-paper-alert--type-tertiary cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bell" data-test-id="icon-fa-bell"><use xlink:href="#fa-bell"></use></svg></span><span class="cl-button__label">Alert</span></button></div><div class="cl-paper-action__button-container"><button aria-label="Cite this paper" data-test-id="cite-link" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-quote" data-test-id="icon-fa-quote"><use xlink:href="#fa-quote"></use></svg></span><span class="cl-button__label">Cite</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="0a4230af7869cf63159a444510627b4f91e38eed"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Zeno%3A-Distributed-Stochastic-Gradient-Descent-with-Xie-Koyejo/0a4230af7869cf63159a444510627b4f91e38eed"><h2 id="paper-0a4230af7869cf63159a444510627b4f91e38eed" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=International%20Conference%20on%20Machine%20Learning"><span class="" data-test-id="venue-metadata"><span>International Conference on Machine Learning</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>25 May 2018</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work presents Zeno, a technique to make distributed machine learning, particularly Stochastic Gradient Descent (SGD), tolerant to an arbitrary number of faulty workers, and proves the convergence of SGD for non-convex problems under these scenarios.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Zeno%3A-Distributed-Stochastic-Gradient-Descent-with-Xie-Koyejo/0a4230af7869cf63159a444510627b4f91e38eed#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="225 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">225</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Zeno%3A-Distributed-Stochastic-Gradient-Descent-with-Xie-Koyejo/0a4230af7869cf63159a444510627b4f91e38eed?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="35 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>35</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="http://dprg.cs.uiuc.edu/docs/zeno_icml19/icml2019_slides.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="http://proceedings.mlr.press/v97/xie19b.html" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="dblp" data-heap-direct-pdf-link="false" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="0a4230af7869cf63159a444510627b4f91e38eed"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-link-out" data-test-id="icon-fa-link-out"><use xlink:href="#fa-link-out"></use></svg>View Paper<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button 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xlink:href="#fa-bell"></use></svg></span><span class="cl-button__label">Alert</span></button></div><div class="cl-paper-action__button-container"><button aria-label="Cite this paper" data-test-id="cite-link" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-quote" data-test-id="icon-fa-quote"><use xlink:href="#fa-quote"></use></svg></span><span class="cl-button__label">Cite</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="493ee0ca34fac1fd94f82a3dfa60f5a4cbc6d8be"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Distributed-Power-law-Graph-Computing%3A-Theoretical-Xie-Yan/493ee0ca34fac1fd94f82a3dfa60f5a4cbc6d8be"><h2 id="paper-493ee0ca34fac1fd94f82a3dfa60f5a4cbc6d8be" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Distributed Power-law Graph Computing: Theoretical and Empirical Analysis</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="2029029615" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Lin-Yan/2029029615"><span class=""><span>Lin Yan</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="2108767848" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Wu-Jun-Li/2108767848"><span class=""><span>Wu-Jun Li</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="47294286" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Zhihua-Zhang/47294286"><span class=""><span>Zhihua Zhang</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=Neural%20Information%20Processing%20Systems"><span class="" data-test-id="venue-metadata"><span>Neural Information Processing Systems</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>8 December 2014</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>A novel vertex-cut method, called degree-based hashing (DBH), is proposed, which makes effective use of the skewed degree distributions for GP and theoretically proves that DBH can achieve lower communication cost than existing methods and can simultaneously guarantee good workload balance.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Distributed-Power-law-Graph-Computing%3A-Theoretical-Xie-Yan/493ee0ca34fac1fd94f82a3dfa60f5a4cbc6d8be#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="133 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">133</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Distributed-Power-law-Graph-Computing%3A-Theoretical-Xie-Yan/493ee0ca34fac1fd94f82a3dfa60f5a4cbc6d8be?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="21 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>21</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="http://cx2.web.engr.illinois.edu/papers/nips2014.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="http://papers.nips.cc/paper/5396-distributed-power-law-graph-computing-theoretical-and-empirical-analysis" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="dblp" data-heap-direct-pdf-link="false" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="493ee0ca34fac1fd94f82a3dfa60f5a4cbc6d8be"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-link-out" data-test-id="icon-fa-link-out"><use xlink:href="#fa-link-out"></use></svg>View Paper<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button 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data-paper-id="628e35c16b4aafdb166ba9f12222be7631044f12"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Zeno%2B%2B%3A-Robust-Fully-Asynchronous-SGD-Xie-Koyejo/628e35c16b4aafdb166ba9f12222be7631044f12"><h2 id="paper-628e35c16b4aafdb166ba9f12222be7631044f12" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Zeno++: Robust Fully Asynchronous SGD</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=International%20Conference%20on%20Machine%20Learning"><span class="" data-test-id="venue-metadata"><span>International Conference on Machine Learning</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>17 March 2019</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>The key idea is to estimate the descent of the loss value after the candidate gradient is applied, where large descent values indicate that the update results in optimization progress, and proves the convergence of Zeno++ for non-convex problems under Byzantine failures.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Zeno%2B%2B%3A-Robust-Fully-Asynchronous-SGD-Xie-Koyejo/628e35c16b4aafdb166ba9f12222be7631044f12#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="89 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">89</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Zeno%2B%2B%3A-Robust-Fully-Asynchronous-SGD-Xie-Koyejo/628e35c16b4aafdb166ba9f12222be7631044f12?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="12 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>12</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1903.07020.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="https://arxiv.org/pdf/1903.07020.pdf" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="arxiv" data-heap-direct-pdf-link="true" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="628e35c16b4aafdb166ba9f12222be7631044f12"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-pdf" data-test-id="icon-fa-pdf"><use xlink:href="#fa-pdf"></use></svg>arXiv<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div><div class="cl-paper-action__button-container"><button data-heap-id="create_alert_button" aria-label="Create Alert for this paper" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-alert--type-tertiary cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bell" data-test-id="icon-fa-bell"><use xlink:href="#fa-bell"></use></svg></span><span class="cl-button__label">Alert</span></button></div><div class="cl-paper-action__button-container"><button aria-label="Cite this paper" data-test-id="cite-link" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-quote" data-test-id="icon-fa-quote"><use xlink:href="#fa-quote"></use></svg></span><span class="cl-button__label">Cite</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="66f2eaf3150510ecc89de62abf6f97bb96a1b38c"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/CSER%3A-Communication-efficient-SGD-with-Error-Reset-Xie-Zheng/66f2eaf3150510ecc89de62abf6f97bb96a1b38c"><h2 id="paper-66f2eaf3150510ecc89de62abf6f97bb96a1b38c" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>CSER: Communication-efficient SGD with Error Reset</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="37748242" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Shuai-Zheng/37748242"><span class=""><span>Shuai Zheng</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="2112144126" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Mu-Li/2112144126"><span class=""><span>Mu Li</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="49955730" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Haibin-Lin/49955730"><span class=""><span>Haibin Lin</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=Neural%20Information%20Processing%20Systems"><span class="" data-test-id="venue-metadata"><span>Neural Information Processing Systems</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>26 July 2020</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work introduces a new technique called "error reset" that adapts arbitrary compressors for SGD, producing bifurcated local models with periodic reset of resulting local residual errors, and proves the convergence of CSER for smooth non-convex problems.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/CSER%3A-Communication-efficient-SGD-with-Error-Reset-Xie-Zheng/66f2eaf3150510ecc89de62abf6f97bb96a1b38c#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="38 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">38</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/CSER%3A-Communication-efficient-SGD-with-Error-Reset-Xie-Zheng/66f2eaf3150510ecc89de62abf6f97bb96a1b38c?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="9 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>9</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/2007.13221.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="https://arxiv.org/pdf/2007.13221.pdf" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="arxiv" data-heap-direct-pdf-link="true" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="66f2eaf3150510ecc89de62abf6f97bb96a1b38c"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-pdf" data-test-id="icon-fa-pdf"><use xlink:href="#fa-pdf"></use></svg>arXiv<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button 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xlink:href="#fa-bell"></use></svg></span><span class="cl-button__label">Alert</span></button></div><div class="cl-paper-action__button-container"><button aria-label="Cite this paper" data-test-id="cite-link" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-quote" data-test-id="icon-fa-quote"><use xlink:href="#fa-quote"></use></svg></span><span class="cl-button__label">Cite</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row author-page-details__paper-row paper-row-normal" data-paper-id="87bf168f93923407b11c771b462780ffadddef8a"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Phocas%3A-dimensional-Byzantine-resilient-stochastic-Xie-Koyejo/87bf168f93923407b11c771b462780ffadddef8a"><h2 id="paper-87bf168f93923407b11c771b462780ffadddef8a" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Phocas: dimensional Byzantine-resilient stochastic gradient descent</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=arXiv.org"><span class="" data-test-id="venue-metadata"><span>arXiv.org</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>23 May 2018</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>A novel robust aggregation rule for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model that proves the Byzantine resilience of the proposed aggregation rules.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Phocas%3A-dimensional-Byzantine-resilient-stochastic-Xie-Koyejo/87bf168f93923407b11c771b462780ffadddef8a#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="53 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">53</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Phocas%3A-dimensional-Byzantine-resilient-stochastic-Xie-Koyejo/87bf168f93923407b11c771b462780ffadddef8a?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="7 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>7</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1805.09682.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access 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tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div><div class="cl-paper-action__button-container"><button data-heap-id="create_alert_button" aria-label="Create Alert for this paper" type="submit" class="cl-button 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class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=arXiv.org"><span class="" data-test-id="venue-metadata"><span>arXiv.org</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>25 May 2018</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="45 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">45</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="7 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>7</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1805.10032.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="https://arxiv.org/pdf/1805.10032.pdf" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="arxiv" data-heap-direct-pdf-link="true" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="f21b48d62e9bbeae34d6a552fa2bafd62af25c99"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-pdf" data-test-id="icon-fa-pdf"><use xlink:href="#fa-pdf"></use></svg>arXiv<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button 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data-paper-id="bc3e04156a86d8929225d9591d2786a7bc948ad4"><a class="link-button--show-visited" data-heap-id="title_link" data-test-id="title-link" href="/paper/Wishart-Mechanism-for-Differentially-Private-Jiang-Xie/bc3e04156a86d8929225d9591d2786a7bc948ad4"><h2 id="paper-bc3e04156a86d8929225d9591d2786a7bc948ad4" class="cl-paper-title" tabindex="" aria-describedby=""><span class=""><span>Wishart Mechanism for Differentially Private Principal Components Analysis</span></span></h2></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="heap_author_list_item" data-heap-author-id="1758560" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Wuxuan-Jiang/1758560"><span class=""><span>Wuxuan Jiang</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="144586627" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="47294286" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate" href="/author/Zhihua-Zhang/47294286"><span class=""><span>Zhihua Zhang</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=AAAI%20Conference%20on%20Artificial%20Intelligence"><span class="" data-test-id="venue-metadata"><span>AAAI Conference on Artificial Intelligence</span></span></a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span class=""><span>18 November 2015</span></span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>The Wishart mechanism is the best input perturbation approach for (epsilon,0)-differentially private PCA and it is compared with the classic Laplace mechanism to provide near optimal bound while having more flexibility and less computational intractability.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list"><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="total-citations-stat"><a href="/paper/Wishart-Mechanism-for-Differentially-Private-Jiang-Xie/bc3e04156a86d8929225d9591d2786a7bc948ad4#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__total-citations cl-paper-stats__badge-hover" data-test-id="total-citations-stat" aria-label="61 citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg><span class="cl-paper-stats__v2-citations">61</span></div></a></div></li><li class="cl-paper-stats__item"><div class="cl-paper-stats__action-stat" data-test-id="influential-citations-stat"><a href="/paper/Wishart-Mechanism-for-Differentially-Private-Jiang-Xie/bc3e04156a86d8929225d9591d2786a7bc948ad4?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stats__influential-citation cl-paper-stats__badge-hover" data-test-id="influential-citations-stat" aria-label="5 Highly Influential Citations"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg>5</div></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a href="https://arxiv.org/pdf/1511.05680.pdf" target="_blank" rel="noopener noreferrer"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div><span class="screen-reader-only"> (opens in a new tab)</span></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><a href="https://arxiv.org/pdf/1511.05680.pdf" target="_blank" rel="noopener noreferrer" class="flex-row cl-paper-view-paper" data-test-id="paper-link" data-heap-id="paper_link_target" data-heap-link-type="arxiv" data-heap-direct-pdf-link="true" data-heap-unpaywall-link="false" data-heap-primary-link="true" data-heap-paper-id="bc3e04156a86d8929225d9591d2786a7bc948ad4"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-pdf" 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