IntegerProgrammingforCausalStructureLearninginthePresenceofLatentVariablesRuiChen1SanjeebDash2TianGao2Abstractscore-basedandconstraint-basedapproaches.Score-basedmethodsuseascore–suchasBayesiansco...
AnIntegerLinearProgrammingFrameworkforMiningConstraintsfromDataTaoMeng1Kai-WeiChang1Abstractstraints(Punyakanoketal.,2005;Samdani&Roth,2012;Nowozin&Lampert,2011).Forexample,inpart-of-speechStructur...
SparsifiedLinearProgrammingforZero-SumEquilibriumFindingBrianHuZhang1TuomasSandholm1234Abstractgramming(LP)canbeusedtosolve—thatis,tofindaNashequilibriumin—imperfect-informationtwo-playerzero-sum...
ReinforcementLearningforIntegerProgramming:LearningtoCutYunhaoTang1ShipraAgrawal1YuriFaenza1Abstractsicalresultsinpolyhedraltheory(seee.g.Confortietal.(2014))implythatanycombinatorialoptimizationpr...
IPBoost–Non-ConvexBoostingviaIntegerProgrammingMarcPfetsch1SebastianPokutta2Abstractdescent.Boostingschemesofthistypeareoftenreferredtoasconvexpotentialboosters.TheseprocedurescanachieveRecentlyno...
DeepMolecularProgramming:ANaturalImplementationofBinary-WeightReLUNeuralNetworksMarkoVasic1CameronChalk1SarfrazKhurshid1DavidSoloveichik1AbstractChemicalcontrolmodulescompatiblewiththechemicalenvir...
NeuralDynamicProgrammingforMusicalSelfSimilarityChristianJ.Walder12DongwooKim23AbstractjiWepresentaneuralsequencemodeldesignedFigure1.AnexcerptfromBach’sBWV1007asapianoroll(hori-specificallyforsym...
Discrete-ContinuousMixturesinProbabilisticProgramming:GeneralizedSemanticsandInferenceAlgorithmsYiWu1SiddharthSrivastava2NicholasHay3SimonS.Du4StuartRussell1Abstracttureofcontinuousanddiscreterando...
DifferentiableDynamicProgrammingforStructuredPredictionandAttentionArthurMensch1MathieuBlondel2Abstractproblem(Amos&Kolter,2017;Niculae&Blondel,2017;Djolonga&Krause,2017);otherssolvecertaincombinat...
BilevelProgrammingforHyperparameterOptimizationandMeta-LearningLucaFranceschi12PaoloFrasconi3SaverioSalzo1RiccardoGrazzi1MassimilianoPontil12Abstracthypothesis(asinstandardsupervisedlearning)whilea...
ProgrammingwithaDifferentiableForthInterpreterMatkoBosˇnjak1TimRockta¨schel2JasonNaradowsky3SebastianRiedel1Abstractpartialproceduralbackgroundknowledge:onemayknowtheroughstructureoftheprogram,or...