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SAPAG: A Self-Adaptive Privacy Attack From Gradients [article]

Yijue Wang, Jieren Deng, Dan Guo, Chenghong Wang, Xianrui Meng, Hang Liu, Caiwen Ding, Sanguthevar Rajasekaran
<span title="2020-09-14">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To address these limitations, in this paper, we propose a more general privacy attack from gradient, SAPAG, which uses a Gaussian kernel based of gradient difference as a distance measure.  ...  Distributed learning such as federated learning or collaborative learning enables model training on decentralized data from users and only collects local gradients, where data is processed close to its  ...  In addition, the results of SAPAG are closer to continuous and meaningful sentences. VIII. CONCLUSIONS In this paper, we provide a privacy attack from gradients: SAPAG.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.06228v1">arXiv:2009.06228v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vfaw63rrtvfcbp333yttspyt4u">fatcat:vfaw63rrtvfcbp333yttspyt4u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200920003230/https://arxiv.org/pdf/2009.06228v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.06228v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Mental health and resilience-promoting strategies associated with El Nino Southern Oscillation (ENSO) in the north coast of Peru

EC Flores Ramos
<span title="">2020</span>
After adjusting for an a priori set of confounders I linked individual and ecological-level data, from participants of a three-year pragmatic stepped-wedge cluster randomized-trial conducted in Tumbes.  ...  I found that communities with chronic exposure to El Nino events may not have a high prevalence of a mental disorder, such as depression, but they are affected from prior trauma, through relived personal  ...  (Sapag et al., 2018) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.17037/pubs.04657742">doi:10.17037/pubs.04657742</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/73crvz5ejrer3o3eexb6kxxsyq">fatcat:73crvz5ejrer3o3eexb6kxxsyq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201209145235/https://researchonline.lshtm.ac.uk/id/eprint/4657742/1/2020_EPH_PhD_Flores_EC-signatures-redacted.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1b/d0/1bd0c43c3bafc486133cce8336261e0cb53fdf64.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.17037/pubs.04657742"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>