Shortest-PathConstrainedReinforcementLearningforSparseRewardTasksSungryullSohn12SungtaeLee3JongwookChoi1HarmvanSeijen4MehdiFatemi4HonglakLee21AbstractMoreover,thesuccessoftheRLalgorithmheavilyhinge...
XOR-CD:LinearlyConvergentConstrainedStructureGenerationFanDing1JianzhuMa2JinboXu3YexiangXue1AbstractOriginLRPSEWeproposeXOR-ContrastiveDivergencelearn-!2!1Match(M)SMI2ing(XOR-CD),aprovableapproachf...
OnlineSelectionProblemsagainstConstrainedAdversaryZhihaoJiang1PinyanLu2ZhihaoGavinTang2YuhaoZhang3Abstractlearnedadvicetoonlinealgorithmdesigns.Inparticular,thealgorithmisgivensomeextrainformationa...
InverseConstrainedReinforcementLearningShehryarMalik1UsmanAnwar1AlirezaAghasi2AliAhmed1Abstract(a)Expertpolicy(b)Nominalpolicy(c)RecoveredpolicyInrealworldsettings,numerousconstraintsareFigure1.Asi...
HardCoRe-NAS:HardConstraineddiffeRentiableNeuralArchitectureSearchNivNayman1YonathanAflalo1AsafNoy1LihiZelnik-Manor1Abstract78Oursfromscratch77.5Oursfine-tune:400+15NRealisticuseofneuralnetworksoft...
DensityConstrainedReinforcementLearningZengyiQin1YuxiaoChen2ChuchuFan1AbstractRoadnetworkWestudyConstrainedreinforcementlearningChargingstation(CRL)fromanovelperspectivebysettingcon-straintsdirectl...
StochasticFrank-WolfeforConstrainedFinite-SumMinimizationGeoffreyNe´giar1GideonDresdner2AliciaYi-TingTsai1LaurentElGhaoui13FrancescoLocatello24RobertM.Freund5FabianPedregosa6AbstractTable1.Worst-c...
SafeReinforcementLearninginConstrainedMarkovDecisionProcessesAkifumiWachi1YananSui2Abstractessentialrequirement,theprimaryobjectiveisnonethelesstoobtainrewards(e.g.,scientificgain).Safereinforcemen...
ConstrainedMarkovDecisionProcessesviaBackwardValueFunctionsHarshSatija123PhilipAmortila12JoellePineau123Abstractalgorithmshasbeenlimitedtosimulators,wherethelearn-ingalgorithmhastheabilitytoresetth...
ConditionalgradientmethodsforstochasticallyConstrainedconvexminimizationMaria-LuizaVladarean1AhmetAlacaoglu1Ya-PingHsieh1VolkanCevher1Abstractandoptimalcontrolproblemshavevariableslyinginapossi-bly...
MultiplicativeWeightsUpdateasaDistributedConstrainedOptimizationAlgorithm:ConvergencetoSecond-orderStationaryPointsAlmostAlwaysIoannisPanageas1GeorgiosPiliouras1XiaoWang1Abstracttion).Moreoverbyadd...
AlmostsurelyConstrainedconvexoptimizationOlivierFercoq1AhmetAlacaoglu2IonNecoara3VolkanCevher2AbstractWeseektosatisfythestochasticlinearinclusionconstraintsin(1)almostsurely.Notethatthisgoalisdiffe...
Level-SetMethodsforFinite-SumConstrainedConvexOptimizationQihangLin1RunchaoMa1TianbaoYang2AbstractAsolutionx¯∈Xisε-optimaliff0(x¯)−f∗≤εandε-feasibleifmaxi=1,...,m[fi(x¯)−ri]≤ε.Weconsid...
ConstrainedInteractingSubmodularGroupingsAndrewCotter1MahdiMilaniFard1SeungilYou2MayaGupta1JeffBilmes3AbstractBayesianestimation(Reed&Ghahramani,2013),documentandspeechsummarization(Linetal.,2009;L...
ARicherTheoryofConvexConstrainedOptimizationwithReducedProjectionsandImprovedRatesTianbaoYang1QihangLin1LijunZhang2Abstract1.IntroductionThispaperfocusesonconvexConstrainedopti-Inthispaper,weaimats...
GradientProjectionIterativeSketchforLarge-ScaleConstrainedLeast-SquaresJunqiTang1MohammadGolbabaee1MikeE.Davies1Abstractgorithms,thefirststreamisthestochasticgradientde-scent(SGD)anditsvariance-red...
ConstrainedPolicyOptimizationJoshuaAchiam1DavidHeld1AvivTamar1PieterAbbeel12AbstractInreinforcementlearning(RL),agentslearntoactbytrialanderror,graduallyimprovingtheirperformanceattheFormanyapplica...