TheDistributedDiscreteGaussianMechanismforFederatedLearningwithSecureAggregationPeterKairouz1ZiyuLiu1ThomasSteinke1Abstractlearning(FL)toensurethatrawdataneverleavesusers’devices(McMahanetal.,2017...
TeraPipe:Token-LevelPipelineParallelismforTrainingLarge-ScaleLanguageModelsZhuohanLi1SiyuanZhuang1ShiyuanGuo1DanyangZhuo2HaoZhang1DawnSong1IonStoica1Abstractbitfloating-pointnumbers.Thissignificant...
Tesseract:TensorisedActorsforMulti-AgentReinforcementLearningAnujMahajan1MikayelSamvelyan2LeiMao3ViktorMakoviychuk3AnimeshGarg3JeanKossaifi3ShimonWhiteson1YukeZhu3AnimashreeAnandkumar3Abstractarise...
TemporallyCorrelatedTaskSchedulingforSequenceLearningXueqingWu1LewenWang2YingceXia2WeiqingLiu2LijunWu2ShufangXie2TaoQin2Tie-YanLiu2Abstractneousmachinetranslation,weneedtobegintranslationbeforeread...
TemporalPredictiveCodingforModel-BasedPlanningInLatentSpaceTungNguyen1RuiShu2TuanPham1HungBui1StefanoErmon2Abstractever,itiswellknownthatperformingRLdirectlyinthehigh-dimensionalobservationspaceiss...
TeachMyAgent:aBenchmarkforAutomaticCurriculumLearninginDeepRLCle´mentRomac1Re´myPortelas1KatjaHofmann2Pierre-YvesOudeyer1Abstractagentisunlikelytobeoptimalforcomplexlearningprob-lems.Buildingupon...
TargetedDataAcquisitionforEvolvingNegotiationAgentsMinaeKwon1SiddharthKaramcheti1Mariano-FlorentinoCue´llar2DorsaSadigh1Abstract(Baarslagetal.,2016;Leetal.,2018).Considerastandardnon-cooperativene...
SymmetricSpacesforGraphEmbeddings:AFinsler-RiemannianApproachFedericoLo´pez1BeatricePozzetti2SteveTrettel3MichaelStrube1AnnaWienhard2AbstractFigure1.Symmetricspaceshavearichstructureoftotallygeode...
Synthesizer:RethinkingSelf-AttentionforTransformerModelsYiTay1DaraBahri1DonaldMetzler1Da-ChengJuan1ZheZhao1CheZheng1Abstractwidelyattributedtothisself-attentionmechanismsincefullyconnectedtokengrap...
SUNRISE:ASimpleUnifiedFrameworkforEnsembleLearninginDeepReinforcementLearningKiminLee1MichaelLaskin1AravindSrinivas1PieterAbbeel1Abstractefficientmodel-freeRLalgorithmsthroughimprovementsinoff-poli...
StructuredWorldBeliefforReinforcementLearninginPOMDPGautamSingh1SkandPeri1JunghyunKim1HyunseokKim2SungjinAhn13Abstractgeneralizationtonovelscenes(Chenetal.,2020).Object-centricworldmodelsprovidestr...
StructuredConvolutionalKernelNetworksforAirlineCrewSchedulingYassineYaakoubi12FrançoisSoumis1SimonLacoste-Julien†23Abstractlarge-scalemonthlyCPPs(upto50,000flights)andbuild-ingonthecolumngenerati...
StreamingandDistributedAlgorithmsforRobustColumnSubsetSelectionShuliJiang1DongyuLi1IreneMengzeLi1ArvindV.Mahankali1DavidP.Woodruff1AbstractV∈Rk×nsuchthatUV−Aisminimized(Clarkson&Woodruff,2013;Wo...
StateRelevanceforOff-PolicyEvaluationSimonP.Shen1YechengJasonMa2OmerGottesman3FinaleDoshi-Velez1Abstractimportantasmanydomainshavetrajectorieswithdifferentlengths:inhealthsettings,patients’lengtho...
StateEntropyMaximizationwithRandomEncodersforEfficientExplorationYounggyoSeo1LiliChen2JinwooShin1HonglakLee34PieterAbbeel2KiminLee2Abstractproachesencourageagentstovisitdiversestates,butleaveunansw...
SpectralNormalisationforDeepReinforcementLearning:AnOptimisationPerspectiveFlorinGogianu12TudorBerariu3MihaelaRosca45ClaudiaClopath34LucianBusoniu2RazvanPascanu4AbstractFigure1:Optimisationrivalsal...
SPADE:ASpectralMethodforBlack-BoxAdversarialRobustnessEvaluationWuxinlinCheng1ChenhuiDeng2ZhiqiangZhao1YaohuiCai2ZhiruZhang2ZhuoFeng1Abstractforinstance,studyin(Szegedyetal.,2013)proposedalayer-wis...
SkillDiscoveryforExplorationandPlanningusingDeepSkillGraphsAkhilBagaria1JasonSenthil1GeorgeKonidaris1AbstractWeintroduceanewskill-discoveryalgorithmthatbuildsadiscretegraphrepresentationoflargecon-...
Size-InvariantGraphRepresentationsforGraphClassificationExtrapolationsBeatriceBevilacqua1YangzeZhou2BrunoRibeiro1AbstractTrainGraphonTestEnvironmentModelEnvironmentIngeneral,graphrepresentationlear...
SimultaneousSimilarity-basedSelf-DistillationforDeepMetricLearningKarstenRoth12TimoMilbich2Bjo¨rnOmmer2JosephPaulCohen3MarzyehGhassemi41Abstractthatembeddingspacedimensionalitycanbeadriverforgener...