{"id":289,"date":"2022-03-15T16:35:37","date_gmt":"2022-03-15T21:35:37","guid":{"rendered":"https:\/\/baylor.ai\/?p=289"},"modified":"2022-03-16T18:18:29","modified_gmt":"2022-03-16T23:18:29","slug":"evaluating-accuracy-and-adversarial-robustnessof-quanvolutional-neural-networks","status":"publish","type":"post","link":"https:\/\/lab.rivas.ai\/?p=289","title":{"rendered":"Evaluating Accuracy and Adversarial Robustness of Quanvolutional Neural Networks"},"content":{"rendered":"\n<p>A combination of a quantum circuit and a convolutional neural network (CNN) can have better results over a classic CNN in some cases. In our recent article, we show an example of such a case, using accuracy and adversarial examples as measures of performance and robustness. Check it out: [ <strong><a rel=\"noreferrer noopener\" href=\"https:\/\/www.rivas.ai\/bibs\/sooksatra2021evaluating.bib\" target=\"_blank\">bib<\/a><\/strong> | <a rel=\"noreferrer noopener\" href=\"https:\/\/www.rivas.ai\/pdfs\/sooksatra2021evaluating.pdf\" target=\"_blank\"><strong>pdf<\/strong><\/a> ]<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"277\" src=\"https:\/\/baylor.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55-1024x277.png\" alt=\"\" class=\"wp-image-290\" srcset=\"https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55-1024x277.png 1024w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55-300x81.png 300w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55-768x208.png 768w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55-863x234.png 863w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55-399x108.png 399w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/03\/Screenshot-from-2022-03-15-16-32-55.png 1277w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A combination of a quantum circuit and a convolutional neural network (CNN) can have better results over a classic CNN in some cases. In our recent article, we show an example of such a case, using accuracy and adversarial examples as measures of performance and robustness. Check it out: [ bib | pdf ]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[2,6,7],"class_list":["post-289","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-adversarial-ml","tag-computer-vision","tag-quantum-ml"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts\/289","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=289"}],"version-history":[{"count":4,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts\/289\/revisions"}],"predecessor-version":[{"id":307,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts\/289\/revisions\/307"}],"wp:attachment":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=289"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=289"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=289"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}