Na moltaí is mó chabhair le haghaidh Federated Learning Gradient GeneratorTaiscéal tuilleadh cuardaigh cosúil le Federated Learning Gradient GeneratorChuardaigh daoine a bhfuil spéis acu iFederated Learning Gradient Generator do |
Taiscéal tuilleadh cuardaigh cosúil le Federated Learning
Gradient Generator
+has+emerged+as+a+machine+learning+approach+able+to+preserve+the+privacy+of+user%27s+data.+Applying+FL%252C+clients+train+machine+learning+models+on+a+local+dataset+and+a+central+server+aggregates+the+learned+parameters+coming+from+the+clients%252C+training+a+global+machine+learning+model+without+sharing+user%27s+data.+However%252C+the+state-of-the-art+shows+several+approaches+to+promote+attacks+on+FL+systems.+For+instance%252C+inverting+or+leaking+gradient+attacks+can+find%252C+with+high+precision%252C+the+local+dataset+used+during+the+training+phase+of+the+FL.+This+paper+presents+an+approach%252C+called+Deep+Leakage+from+Gradients+with+Feedback+Blending+(DLG-FB)%252C+which+is+able+to+improve+the+inverting+gradient+attack%252C+considering+the+spatial+correlation+that+typically+exists+in+batches+of+images.+The+performed+evaluation+shows+an+improvement+of+19.18%2525+and+48%252C82%2525+in+terms+of+attack+success+rate+and+the+number+of+iterations+per+attacked+image%252C+respectively.&cdnurl=https%3a%2f%2fbing.ai.mrmusic.cloudns.ch/th%2fth%2fid%2fR.63502b78a3f0e5d8ebad2232cbc05b3d%3frik%3dTSj3jVa7Exf8gQ%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Federated+Learning+Gradient+Generator&FORM=IRPRST&ck=0D1CEEE55DB7214D165210FFC5047960&selectedIndex=16&itb=0)
+schemes+allow+multiple+participants+to+collaboratively+train+neural+networks+without+the+need+to+directly+share+the+underlying+data.However%252C+in+early+schemes%252C+all+participants+eventually+obtain+the+same+model.+Moreover%252C+the+aggregation+is+typically+carried+out+by+a+third+party%252C+who+obtains+combined+gradients+or+weights%252C+which+may+reveal+the+model.+These+downsides+underscore+the+demand+for+fair+and+privacy-preserving+FL+schemes.+Here%252C+collaborative+fairness+asks+for+individual+model+quality+depending+on+the+individual+data+contribution.+Privacy+is+demanded+with+respect+to+any+kind+of+data+outsourced+to+the+third+party.+Now%252C+there+already+exist+some+approaches+aiming+for+either+fair+or+privacy-preserving+FL+and+a+few+works+even+address+both+features.+In+our+paper%252C+we+build+upon+these+seminal+works+and+present+a+novel%252C+fair+and+privacy-preserving+FL+scheme.+Our+approach%252C+which+mainly+relies+on+homomorphic+encryption%252C+stands+out+for+exclusively+using+local+gradients.+This+increases+the+usability+in+comparison+to+state-of-the-art+approaches+and+thereby+opens+the+door+to+applications+in+control.&cdnurl=https%3a%2f%2fbing.ai.mrmusic.cloudns.ch/th%2fth%2fid%2fR.24619513b7a875682550c2b6745d717f%3frik%3dJBD%252b0UAeSzOPjg%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Federated+Learning+Gradient+Generator&FORM=IRPRST&ck=1FB7F9F394B559133FF4556A46F5D367&selectedIndex=18&itb=0)
Tá roinnt torthaí folaithe toisc go bhfuil seans ann nach bhfuil siad inrochtana agat.Taispeáin torthaí dorochtana
Aiseolas