ReinforcementLearningforIntegerProgramming:LearningtoCutYunhaoTang1ShipraAgrawal1YuriFaenza1Abstractsicalresultsinpolyhedraltheory(seee.g.Confortietal.(2014))implythatanycombinatorialoptimizationpr...
RandomizationmattersHowtodefendagainststrongadversarialattacksRafaelPinot12RaphaelEttedgui1GeovaniRizk1YannChevaleyre1JamalAtif1Abstractand(Szegedyetal.,2014)itbecameincreasinglyimportanttoundersta...
PlanningtoExploreviaSelf-SupervisedWorldModelsRamananSekar1OlehRybkin1KostasDaniilidis1PieterAbbeel2DanijarHafner34DeepakPathak56AbstractModelLearningReinforcementlearningallowssolvingcomplexTaskAt...
OptimizerBenchmarkingNeedstoAccountforHyperparameterTuningPrabhuTejaS12FlorianMai12ThijsVogels2MartinJaggi2FrançoisFleuret12Abstractchoiceofhyperparametervaluessuchasthelearningrate.Inthemachinele...
OnaProjectiveEnsembleApproachtoTwoSampleTestforEqualityofDistributionsZhimeiLi1YaowuZhang1Abstracttestingfortheequalityoftwodistributions,i.e.,Inthiswork,weproposearobusttestforthemul-H0:F=GversusH...
NetGANwithoutGAN:FromRandomWalkstoLow-RankApproximationsLucaRendsburg1HolgerHeidrich1UlrikevonLuxburg12Abstractstructure(suchasthecommunitystructure,thecharacteris-ticpathlengths,etc).Beingabletocr...
MetaVarianceTransfer:LearningtoAugmentfromTheOthersSeong-JinPark1SeungjuHan1JiwonBaek1InsooKim1JuhwanSong1HaeBeomLee2Jae-JoonHan1SungJuHwang2Abstractcepts.However,collectingacompletedatasetwithallp...
MedianMatrixCompletion:fromEmbarrassmenttoOptimalityWeidongLiu1XiaojunMao2RaymondK.W.Wong3Abstractflixdatahaslessthan1%ofobservedentriesofamatrixwitharound5×105rowsand2×104customers.Withtech-Inth...
MappingNatural-languageProblemstoFormal-languageSolutionsUsingStructuredNeuralRepresentationsKezhenChen12QiuyuanHuang1HamidPalangi1PaulSmolensky13KennethD.Forbus2JianfengGao1Abstractdescriptions.Th...
Let’sAgreetoAgree:NeuralNetworksShareClassificationOrderonRealDatasetsGuyHacohen12LeshemChoshen1DaphnaWeinshall1AbstractFigure1.Imageslearnedatthebeginning(toprow)andtheendofthetraining(bottomrow)...
LeveragingProceduralGenerationtoBenchmarkReinforcementLearningKarlCobbe1ChristopherHesse1JacobHilton1JohnSchulman1Abstractoraretheyapproximatelymemorizingspecifictrajectories?WeintroduceProcgenBenc...
LEEP:ANewMeasuretoEvaluateTransferabilityofLearnedRepresentationsCuongV.Nguyen1TalHassner2MatthiasSeeger1CedricArchambeau1Abstractchoosegoodsourcemodelsforagiventargettask(Achilleetal.,2019;Baoetal...
LearningWhattoDeferforMaximumIndependentSetsSungsooAhn1YounggyoSeo1JinwooShin1Abstractpracticalsituations.Overthepastdecades,researchershavemadesignificanteffortsforresolvingthisissuebydesign-Desig...
LearningtoSimulateandDesignforStructuralEngineeringKai-HungChang1Chin-YiCheng1AbstractFigure1.Theiterativeindustrialstructuraldesignworkflow.Thestructuraldesignprocessforbuildingsistime-foreachopti...
LearningtoStopWhileLearningtoPredictXinshiChen1HanjunDai2YuLi3XinGao3LeSong14Abstract(a):Learning-basedAlgorithmdesignThereisarecentsurgeofinterestindesigningFixed-depthLearnedAlgorithmDynamic-dept...
LearningtoSimulateComplexPhysicswithGraphNetworksAlvaroSanchez-Gonzalez1JonathanGodwin1tobiasPfaff1RexYing12JureLeskovec2PeterW.Battaglia1AbstractWaterHerewepresentamachinelearningframework“Goop”...
LearningtoScoreBehaviorsforGuidedPolicyOptimizationAldoPacchiano1JackParker-Holder2YunhaoTang3AnnaChoromanska4KrzysztofChoromanski5MichaelI.Jordan1Abstractproposeisthat:Weintroduceanewapproachforco...
LearningtoNavigateTheSyntheticallyAccessibleChemicalSpaceUsingReinforcementLearningSaiKrishnaGottipati1BorisSattarov1SufengNiu2YashaswiPathak13HaoranWei14ShengchaoLiu56KaramJ.Thomas1SimonBlackburn6...
LearningtoLearnKernelswithVariationalRandomFeaturesXiantongZhen12HaoliangSun3YingjunDu2JunXu4YilongYin3LingShao51CeesSnoek2Abstractfromrelatedtaskstoenablefastadaptationtoanewtaskwithalimitedamount...