VersatileverificationofTreeEnsemblesLaurensDevos1WannesMeert1JesseDavis1Abstractpropertyholds.Examplesofverificationquestionsinclude:Machinelearnedmodelsoftenmustabidebycer-•Adversarialexamplegene...
ValueAlignmentVerificationDanielS.Brown1JordanSchneider2AncaDragan1ScottNiekum2Abstractvideatheoreticalanalysisoftheproblemofefficientvaluealignmentverification:howtoefficientlytestwhetheraAshumans...
FederatedLearningofUserVerificationModelsWithoutSharingEmbeddingsHosseinHosseini1HyunsinPark1SungrackYun1ChristosLouizos1JosephSoriaga1MaxWelling1Abstractbeddingiscloseenoughtoareferenceembedding,a...
NeuralNetworkControlPolicyVerificationwithPersistentAdversarialPerturbationsYuh-ShyangWang1Tsui-WeiWeng2LucaDaniel2Abstractneuralnetworksaresurprisinglyvulnerabletoadversarialexamplesandattacks(Hua...
HierarchicalVerificationforAdversarialRobustnessCongHanLim1RaquelUrtasun12ErsinYumer1Abstractsarialrobustnessfortraineddeepfeed-forwardnetworkswithReLUactivationfunctions.Thepoint-wisepro-Weintrodu...
Anend-to-endapproachfortheverificationproblem:learningtherightdistanceJoa˜oMonteiro12IsabelaAlbuquerque1JahangirAlam12RDevonHjelm34TiagoFalk1Abstractsettings,bottlenecklayersofautoencodersaswellas...