SimpleandEffectiveVAETrainingwithCalibratedDecodersOlehRybkin1KostasDaniilidis1SergeyLevine2AbstractHowever,inpractice,manyoftheseapproachesrequirecarefulmanualtuningofthebalancebetweentwotermsthat...
LearningRoutinesforEffectiveOff-PolicyReinforcementLearningEdoardoCetin1OyaCeliktutan1Abstractengineeringandareoftenquiteinfluentialontheperfor-mance(Mahmoodetal.,2018).AlgorithmsthatlearnalsoThepe...
ConservativeObjectiveModelsforEffectiveOfflineModel-BasedOptimizationBrandonTrabucco1AviralKumar1XinyangGeng1SergeyLevine1Abstracty-ylabel2yyLossInthispaper,weaimtosolvedata-drivenmodel-Learnedbase...
AutoSampling:SearchforEffectiveDataSamplingSchedulesMingSun1HaoxuanDou1BaopuLi2LeiCui1JunjieYan1WanliOuyang3AbstractHowever,existinglearning-basedsamplingmethodsstillrelyonhumanpriorsasproxiestoopt...
Auto-NBA:EfficientandEffectiveSearchOvertheJointSpaceofNetworks,Bitwidths,andAcceleratorsYongganFu1YonganZhang1YangZhang2DavidCox2YingyanLin1Abstractacceleratorefficiency.Ourcodesareavailableat:htt...
ME-Net:TowardsEffectiveAdversarialRobustnesswithMatrixEstimationYuzheYang1GuoZhang1DinaKatabi1ZhiXu1AbstractForinstance,thestate-of-the-artdefensecanonlyachievelessthan50%adversarialaccuracyfor∞pe...
ApproximatingOrthogonalMatriceswithEffectiveGivensFactorizationThomasFrerix1JoanBruna2AbstracttionsofunitarymatricesintheformofGivensfactorization(Givens,1958).Givensrotationsarelocalizedinatwo-Wea...
JustSortIt!ASimpleandEffectiveApproachtoActivePreferenceLearningLucasMaystre1MatthiasGrossglauser1Abstractchosencomparisonsaresufficient.Inthiswork,wedemon-stratethatsortingalgorithmscanalsobehelpf...