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Imperfect ImaGANation: Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses [article]

Niharika Jain, Alberto Olmo, Sailik Sengupta, Lydia Manikonda, Subbarao Kambhampati
<span title="2021-06-16">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
image-to-image translation (conditional) GANs also exacerbate biases by lightening skin color of non-white faces and transforming female facial features to be masculine when generating faces of engineering  ...  In this paper, we show that popular Generative Adversarial Networks (GANs) exacerbate biases along the axes of gender and skin tone when given a skewed distribution of face-shots.  ...  The implications of using a biased facial dataset augmented via GANs for a downstream task could be severe.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.09528v3">arXiv:2001.09528v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ftb2e2xiwngkxbcghprxuofq7i">fatcat:ftb2e2xiwngkxbcghprxuofq7i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210618091320/https://arxiv.org/pdf/2001.09528v3.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/2b/15/2b15d1a1b354573b3ce23b18991d15c850a8546b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.09528v3" 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>

A Neural Tangent Kernel Perspective of GANs [article]

Jean-Yves Franceschi
<span title="2022-02-02">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We characterize the trained discriminator for a wide range of losses and establish general differentiability properties of the network.  ...  We empirically corroborate these results via a publicly released analysis toolkit based on our framework, unveiling intuitions that are consistent with current GAN practice.  ...  Acknowledgements We would like to thank all members of the MLIA team from the ISIR laboratory of Sorbonne Université for helpful discussions and comments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.05566v3">arXiv:2106.05566v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7zlste4fcbfr5orbfuncqdw7ti">fatcat:7zlste4fcbfr5orbfuncqdw7ti</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220212030034/https://arxiv.org/pdf/2106.05566v3.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/d8/a4/d8a47d4aaaff68f420656efc0bcaded3c22ccbca.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.05566v3" 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>