OnPerceptualLossyCompression:TheCostofPerceptualReconstructionandAnOptimalTrainingFrameworkZeyuYan1FeiWen1RendongYing1ChaoMa1PeilinLiu1Abstract2017;Santurkaretal.,2018;Shaham&Michaeli,2018).Forloss...
MARINA:FasterNon-ConvexDistributedLearningwithCompressionEduardGorbunov123KonstantinBurlachenko3ZhizeLi3PeterRichta´rik3Abstractmentofnewefficientmethodsfornon-convexoptimizationproblems(Danilovae...
LosslessCompressionofEfficientPrivateLocalRandomizersVitalyFeldman1KunalTalwar1AbstractTheconceptofalocalrandomizerdatesbacktotheworkofWarner(1965)whereitwasusedtoencouragetruthful-LocallyDifferent...
ImprovingLosslessCompressionRatesviaMonteCarloBits-BackCodingYangjunRuan12KarenUllrich23DanielSevero12JamesTownsend4AshishKhisti1ArnaudDoucet5AlirezaMakhzani12ChrisJ.Maddison12Abstract<latexitsha1_...
GroupFisherPruningforPracticalNetworkCompressionLiyangLiu1ShilongZhang2ZhanghuiKuang3AojunZhou3Jing-HaoXue4XinjiangWang3YiminChen3WenmingYang1QingminLiao1WayneZhang235Abstract78OursOursOursAOFPNetw...
VariationalBayesianQuantizationYiboYang1RobertBamler1StephanMandt1AbstractforaparticularCompressionobjective.Here,westudyarelatedbutdifferentproblem:givenatrainedmodel,whatWeproposeanovelalgorithmf...
OnlineLearnedContinualCompressionwithAdaptiveQuantizationModulesLucasCaccia123EugeneBelilovsky42MassimoCaccia425JoellePineau123Abstractetal.,2017;Balle´etal.,2016;Johnstonetal.,2018).Yetitsapplica...
EvaluatingLossyCompressionRatesofDeepGenerativeModelsSicongHuang123AlirezaMakhzani12YanshuaiCao3RogerGrosse12Abstracttance(FID)(Heuseletal.,2017),whichdonothavenearlythesamedegreeoftheoreticalunder...
RethinkingLossyCompression:TheRate-Distortion-PerceptionTradeoffYochaiBlau1TomerMichaeli1AbstractarerootedinShannon’sseminalworkonrate-distortiontheory(Shannon,1959),whichanalyzesthefundamentalLos...
RateDistortionForModelCompression:FromTheoryToPracticeWeihaoGao1Yu-HanLiu2ChongWang3SewoongOh4Abstracttationalpower,thenumberofweightsinpracticalneuralnetworkmodelalsogrowsrapidly.Forexample,inthea...
CategoricalFeatureCompressionviaSubmodularOptimizationMohammadHosseinBateni1LinChen12HosseinEsfandiari1ThomasFu1VahabS.Mirrokni1AfshinRostamizadeh1Abstractisastandardoccurrence.Forexample,intaskssu...
θ(z1x)decodezwithqθ(zx)decodez1,z2,z3withqθ(z1,z2,z3x)(xz1)encodexwithpθ(xz)encodex,z1,z2withpθ(x,z1,z2z3)(z2z1)encodezwithp(z)(z1z2)encodez3withp(z3)(z3z2)(z2z3)ReceiverReceiverp(z3)Bit-Swap:...
Real-TimeAdaptiveImageCompressionOrenRippel1LubomirBourdev1Abstractwell-suitedtoconstructrepresentationssufficientlycom-pact.Recently,therehavebeenanumberofimportantef-Wepresentamachinelearning-bas...
GloballyInducedForest:APrepruningCompressionSchemeJean-MichelBegon1ArnaudJoly1PierreGeurts1AbstractAsidefrombigdata,otherareasofmachinelearningsufferfromthehighmemorydemandoftree-basedmethods.ForTr...