{"id":37645,"date":"2024-11-12T07:29:43","date_gmt":"2024-11-12T07:29:43","guid":{"rendered":"https:\/\/www.writemyessays.app\/blog\/questions\/fedrec-a-federated-learning-based-solution-for-appliance-identification-using-power-data-in-households\/"},"modified":"2024-11-12T07:29:43","modified_gmt":"2024-11-12T07:29:43","slug":"fedrec-a-federated-learning-based-solution-for-appliance-identification-using-power-data-in-households","status":"publish","type":"questions","link":"https:\/\/www.writemyessays.app\/blog\/questions\/fedrec-a-federated-learning-based-solution-for-appliance-identification-using-power-data-in-households\/","title":{"rendered":"FedRec+: A Federated Learning based Solution for Appliance Identification using Power Data in Households"},"content":{"rendered":"<p>I&#8217;m supposed to re-implement the following paper:&nbsp;https:\/\/arxiv.org\/abs\/2209.01338<br \/>The paper suggests exploring future directions such as providing <strong style=\"cursor: auto; color: inherit;\">theoretical guarantees<\/strong> for FedAR+, identifying <strong style=\"cursor: auto; color: inherit;\">alien appliances<\/strong> (unseen appliances in the training data), and detecting <strong style=\"cursor: auto; color: inherit;\">malicious clients<\/strong> that may attempt to compromise the federated learning process.&nbsp;&nbsp;<\/p>\n<div><\/div>\n<div>I would like to present a research paper which either implements any of the future directions or optimizes the current work in any way possible.<\/div>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;m supposed to re-implement the following paper:&nbsp;https:\/\/arxiv.org\/abs\/2209.01338The paper suggests exploring future directions such as providing theoretical guarantees for FedAR+, identifying alien appliances (unseen appliances in the training data), and detecting malicious clients that may attempt to compromise the federated learning process.&nbsp;&nbsp; I would like to present a research paper which either implements any of the [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[63],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/37645"}],"collection":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/comments?post=37645"}],"version-history":[{"count":0,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/37645\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/media?parent=37645"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/disciplines?post=37645"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/paper_types?post=37645"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/tagged?post=37645"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}