TheLimitsofMin-MaxOptimizationAlgorithms:ConvergencetoSpuriousNon-CriticalSetsYa-PingHsieh1PanayotisMertikopoulos23VolkanCevher4AbstractGivenanalgorithmforsolving(SP),itisthennaturaltoComparedtoord...
BreakingtheLimitsofMessagePassingGraphNeuralNetworksMuhammetBalcilar12PierreHe´roux1BenoitGau¨ze`re3PascalVasseur14Se´bastienAdam1PaulHoneine1Abstractableweights.Theseweightscanbesharedwithrespe...
TowardsaGeneralTheoryofInfinite-WidthLimitsofNeuralClassifiersEugeneA.Golikov1Abstractofinfinitewidth.Inparticular,(Jacotetal.,2018)showedthatifweightsareparameterizedinacertainwaythentheObtainingt...
GeneralizationandRepresentationalLimitsofGraphNeuralNetworksVikasK.Garg1StefanieJegelka1TommiJaakkola1Abstractblycombiningthiswithv’sembedding.Theexactformoftheaggregateandcombinestepsvariesacross...
EfficientOptimizationofLoopsandLimitswithRandomizedTelescopingSumsAlexBeatson1RyanP.Adams1Abstractovertime,eachlearningsteprequiresloopingovertimesteps.Morebroadly,inmanyscientificandengineeringWec...
TimeLimitsinReinforcementLearningFabioPardo1ArashTavakoli1VitalyLevdik1PetarKormushev1Abstractintheenvironmentwhichinturnprovidesarepresenta-tionSt+1ofthesuccessorstateandarewardsignalRt+1.Inreinfo...
TheLimitsofMaxing,Ranking,andPreferenceLearningMoeinFalahatgar1AyushJain1AlonOrlitsky1VenkatadheerajPichapati1VaishakhRavindrakumar1Abstractthatguaranteestheexistenceofmaximumandshowthatunderthismo...
LimitsofEstimatingHeterogeneousTreatmentEffects:GuidelinesforPracticalAlgorithmDesignAhmedM.Alaa1MihaelavanderSchaar123Abstractadvertising(Bottouetal.,2013),andsocialsciences(Xieetal.,2012).Theincr...