StatisticalEstimationfromDependentDataYuvalDagan1ConstantinosDaskalakis1NishanthDikkala2SurbhiGoel3VardisKandiros1Abstractonxi,i.e.thatWeconsiderageneralstatisticalestimationprob-nlemwhereinbinaryl...
SPREADSHEETCODER:FormulaPredictionfromSemi-structuredContextXinyunChen1PetrosManiatis2RishabhSingh2CharlesSutton2HanjunDai2MaxLin2DennyZhou2Abstracterror-proneforendusers(Gulwani,2011;Hermansetal.,...
ShaRF:Shape-conditionedRadianceFieldsfromaSingleViewKonstantinosRematas1RicardoMartin-Brualla1VittorioFerrari1Abstractaparadigmshiftduetothesuccessofdeeplearningmethods.Firstly,the3Dsceneproperties...
RobustDensityEstimationfromBatches:TheBestThingsinLifeare(Nearly)FreeAyushJain1AlonOrlitsky1Abstractexampleshowsthatregardlessofthenumberofsamplesavailable,suchcorruptionseverelycurtailsthelearning...
Zoo-Tuning:AdaptiveTransferfromaZooofModelsYangShu1ZhiKou1ZhangjieCao1JianminWang1MingshengLong1Abstractleveragemodelspretrainedonlarge-scaledatasets(Rus-sakovskyetal.,2015)andfine-tunethemodelonth...
Zero-ShotKnowledgeDistillationfromaDecision-BasedBlack-BoxModelZiWang1Abstractresource-limiteddevicessuchasmobilephonesanddrones(Moskalenkoetal.,2018).Recently,alargenumberofap-Knowledgedistillatio...
Prediction-CentricLearningofIndependentCascadeDynamicsfromPartialObservationsMateuszWilinski1AndreyY.Lokhov1AbstractThismotivatesthedevelopmentofefficientalgorithmsthatcaninfertheeffectivespreading...
ParallelandFlexibleSamplingfromAutoregressiveModelsviaLangevinDynamicsVivekJayaram1JohnThickstun1Abstractlimittheusefulnessofautoregressivemodelsinpracticalsettings.First,ancestralsamplinghastimeco...
OptimalOff-PolicyEvaluationfromMultipleLoggingPoliciesNathanKallus1YutaSaito1MasatoshiUehara1AbstractInmostoftheabovestudies,theobservationsusedtoevalu-ateanewpolicyareassumedgeneratedbyasinglelogg...
OnRecoveringfromModelingErrorsUsingTestingBayesianNetworksHaiyingHuang1AdnanDarwiche1Abstracttoprovideguaranteesonthelearnedfunctions.Yet,model-basedsupervisedlearninghasbeenoutperformedbytheWecons...
OnDisentangledRepresentationsLearnedfromCorrelatedDataFrederikTräuble1ElliotCreager2NikiKilbertus3FrancescoLocatello4AndreaDittadi5AnirudhGoyal6BernhardSchölkopf1StefanBauer17AbstractFigure1.Whil...
OmniNet:OmnidirectionalRepresentationsfromTransformersYiTay1MostafaDehghani2VamsiAribandi13JaiGupta1PhilipPham1ZhenQin1DaraBahri1Da-ChengJuan1DonaldMetzler1Abstractkeydefiningcharacteristicsinthese...
Neural-Pull:LearningSignedDistanceFunctionsfromPointCloudsbyLearningtoPullSpaceontoSurfacesBaoruiMa1ZhizhongHan2Yu-ShenLiu1MatthiasZwicker3Abstract2020;Takikawaetal.,2021;Marteletal.,2021;Oechsleet...
NetworkInferenceandInfluenceMaximizationfromSamplesWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstractnodescalledseedstakessomepieceofinformation(news,ideasoropinions,etc.),andtheinformationspr...
Multi-layeredNetworkExplorationviaRandomWalks:fromOfflineOptimizationtoOnlineLearningXutongLiu1JinhangZuo2XiaoweiChen3WeiChen4JohnC.S.Lui1Abstractusedasaneffectivetoolfornetworkexploration(Lvetal.,...
MorphVAE:GeneratingNeuralMorphologiesfrom3D-WalksusingaVariationalAutoencoderwithSphericalLatentSpaceSophieLaturnus1PhilippBerens123Abstractputsitreceivesandwherethecomputedoutputsaresentto(Hilleta...
Model-FreeReinforcementLearning:fromClippedPseudo-RegrettoSampleComplexityZihanZhang1YuanZhou2XiangyangJi1AbstractInRLtheory,model-freealgorithmsareexplicitlydefinedtobetheoneswhosespacecomplexityi...
LearningTransferableVisualModelsfromNaturalLanguageSupervisionAlecRadford1JongWookKim1ChrisHallacy1AdityaRamesh1GabrielGoh1SandhiniAgarwal1GirishSastry1AmandaAskell1PamelaMishkin1JackClark1Gretchen...
LearningStochasticBehaviourfromAggregateDataShaojunMa1ShuLiu1HongyuanZha2HaominZhou1Abstractual,themainobjectiveoflearningdynamicsinaggregatedataistorecoverandpredicttheevolutionofdistributionLearn...
LearningOptimalAuctionswithCorrelatedValuationsfromSamplesChunxueYang1XiaohuiBei1Abstractsufficientandnecessarytoguaranteenear-optimalexpectedrevenue.Consequently,oneactivelineofresearchappliesInsi...