Parallel Droplet Control in MEDA Biochips using Multi-Agent Reinforcement Learning

ParallelDropletControlinMEDABiochipsUsingMulti-AgentReinforcementLearningTung-CheLiang1JinZhou1Yun-ShengChan2Tsung-YiHo3KrishnenduChakrabarty1Chen-YiLee2Abstract1.IntroductionMicrofluidicbiochipsar...

Parallel tempering on optimized paths

ParalleltemperingonoptimizedpathsSaifuddinSyed1VittorioRomaniello1TrevorCampbell1AlexandreBouchard-Coˆte´1AbstractSupposeweseektoapproximateanexpectationwithrespecttoanintractabletargetdensityπ1...

Parallel and Flexible Sampling from Autoregressive Models via Langevin Dynamics

ParallelandFlexibleSamplingfromAutoregressiveModelsviaLangevinDynamicsVivekJayaram1JohnThickstun1Abstractlimittheusefulnessofautoregressivemodelsinpracticalsettings.First,ancestralsamplinghastimeco...

Optimal Transport Kernels for Sequential and Parallel Neural Architecture Search

OptimalTransportKernelsforSequentialandParallelNeuralArchitectureSearchVuNguyen∗1TamLe∗2MakotoYamada23MichaelA.Osborne4Abstractreaderstothesurvey(Elskenetal.,2019b)foradetailedreviewofNASandtothe...

Massively Parallel and Asynchronous Tsetlin Machine Architecture Supporting Almost Constant-Time Scaling

MassivelyParallelandAsynchronousTsetlinMachineArchitectureSupportingAlmostConstant-TimeScalingKurugeDarshanaAbeyrathna1BimalBhattarai1MortenGoodwin1SaeedRahimiGorji1Ole-ChristofferGranmo1LeiJiao1Ru...

Correlation Clustering in Constant Many Parallel Rounds

CorrelationClusteringinConstantlyManyParallelRoundsVincentCohen-Addad1SilvioLattanzi1SlobodanMitrovic´2AshkanNorouzi-Fard1NikosParotsidis1JakubTarnawski3Abstractweightedgraphwithnnodes,wherepositi...

Accelerating Feedforward Computation via Parallel Nonlinear Equation Solving

AcceleratingFeedforwardComputationviaParallelNonlinearEquationSolvingYangSong1ChenlinMeng1RenjieLiao23StefanoErmon1Abstractaregeneratedinsequenceonebyone.Becauseofthein-herentlysequentialnature,iti...

Randomized Block-Diagonal Preconditioning for Parallel Learning

Parallel Algorithm for Non-Monotone DR-Submodular Maximization

ParallelAlgorithmforNon-MonotoneDR-SubmodularMaximizationAlinaEne1HuyL.Nguyê˜n2AbstractTheproblemofmaximizingaDR-submodularfunctionsubjecttoaconvexconstraintisanotableexampleofaInthiswork,wegivea...

Fully Parallel Hyperparameter Search Reshaped Space-Filling

FullyParallelHyperparameterSearch:ReshapedSpace-FillingM.-L.Cauwet1C.Couprie2J.Dehos3P.Luc2J.Rapin2M.Riviere2F.Teytaud3O.Teytaud2N.Usunier2Abstractsuchrandomsamplingisrobustandoutperformsgridsam-pl...

Improved Parallel Algorithms for Density-Based Network Clustering

ImprovedParallelAlgorithmsforDensity-BasedNetworkClusteringMohsenGhaffari1SilvioLattanzi2SlobodanMitrovic´3Abstractbasedclusteringingraphs:thedensestsubgraphproblemandthek-coredecompositionproblem...

DoubleSqueeze Parallel Stochastic Gradient Descent with Double-pass Error-Compensated Compression

DOUBLESQUEEZE:ParallelStochasticGradientDescentwithDouble-passError-CompensatedCompressionHanlinTang1XiangruLian1ChenYu1TongZhang2JiLiu31Abstract1.IntroductionAstandardapproachinlargescalemachinele...

Parallel WaveNet Fast High-Fidelity Speech Synthesis

ParallelWaveNet:FastHigh-FidelitySpeechSynthesisAaronvandenOord1YazheLi1IgorBabuschkin1KarenSimonyan1OriolVinyals1KorayKavukcuoglu1GeorgevandenDriessche1EdwardLockhart1LuisC.Cobo1FlorianStimberg1No...

Parallel and Streaming Algorithms for K-Core Decomposition

ParallelandStreamingAlgorithmsforK-CoreDecompositionHosseinEsfandiari1SilvioLattanzi1VahabMirrokni1Abstractproblem(Leeetal.,2010;Bahmanietal.,2012;Epastoetal.,2015;Esfandiarietal.,2015).Thek-corede...

Parallel Bayesian Network Structure Learning

ParallelBayesianNetworkStructureLearningTianGao1DennisWei1Abstractsetsofvariables.Here,localstructuresusuallyrefertotheparent-child(PC)setortheMarkovBlanket(MB)setRecentadvancesinBayesianNetwork(BN...

Massively Parallel Algorithms and Hardness for Single-Linkage Clustering under $ ell_p$ Distances

MassivelyParallelAlgorithmsandHardnessforSingle-LinkageClusteringunderpDistancesGrigoryYaroslavtsev1AdithyaVadapalli1AbstractWeconsidertheproblemofconstructingaSingle-LinkageWepresentfirstmassively...

Decoupled Parallel Backpropagation with Convergence Guarantee

DecoupledParallelBackpropagationwithConvergenceGuaranteeZhouyuanHuo1BinGu1QianYang1HengHuang1AbstractFigure1.Wesplitamultilayerfeedforwardneuralnetworkintothreemodules.Eachmoduleisastackoflayers.Ba...

Asynchronous Decentralized Parallel Stochastic Gradient Descent

AsynchronousDecentralizedParallelStochasticGradientDescentXiangruLian1WeiZhang2CeZhang3JiLiu41AbstractFigure1.Centralizednetworkanddecentralizednetwork.MostcommonlyuseddistributedmachinelearningS-P...

Parallel Multiscale Autoregressive Density Estimation

ParallelMultiscaleAutoregressiveDensityEstimationScottReed1Aa¨ronvandenOord1NalKalchbrenner1SergioGo´mezColmenarejo1ZiyuWang1YutianChen1DanBelov1NandodeFreitas1Abstract“Ayellowbirdwithablackhead...

Parallel and Distributed Thompson Sampling for Large-scale Accelerated Exploration of Chemical Space

ParallelandDistributedThompsonSamplingforLarge-scaleAcceleratedExplorationofChemicalSpaceJose´MiguelHerna´ndez-Lobato1JamesRequeima12EdwardO.Pyzer-Knapp34Ala´nAspuru-Guzik3Abstractcompoundsandpo...