Instance-OptimalCompressedSensingviaPosteriorSamplingAjilJalal1SushrutKarmalkar2AlexandrosG.Dimakis1EricPrice2AbstractforameasurementmatrixA∈Rm×nandnoisevectorWecharacterizethemeasurementcomplexi...
HomomorphicSensing:SparsityandNoiseLiangzuPeng1BoshiWang1ManolisC.Tsakiris1AbstractAssumingtheexistenceofak-sparsesolutionx∗to(1),thefirstquestioniswhetherx∗isunique.TheanswerisUnlabeledSensingis...
SampleComplexityBoundsfor1-bitCompressiveSensingandBinaryStableEmbeddingswithGenerativePriorsZhaoqiangLiu1SelwynGomes1AvtanshTiwari2JonathanScarlett1Abstractreticalguaranteesincludingsharpperforman...
OnthePowerofCompressedSensingwithGenerativeModelsAkshayKamath1SushrutKarmalkar1EricPrice1Abstractofthecompressedrepresentationofxthantoitsambientdimensionn.ThegoalofcompressedSensingistolearnastruc...
InverseActiveSensing:ModelingandUnderstandingTimelyDecision-MakingDanielJarrett1MihaelavanderSchaar12Abstractconductsacquisitionsforinformation(i.e.hypothesistests,diagnosticprocedures,andcandidate...
CompressiveSensingwithun-trainedneuralnetworks:GradientdescentfindsthesmoothestapproximationReinhardHeckel1MahdiSoltanolkotabi2Abstractopposedtotrainedconvolutionalneuralnetworks,thatlearnanimagepr...
LearningaCompressedSensingMeasurementMatrixviaGradientUnrollingShanshanWu1AlexandrosG.Dimakis1SujaySanghavi1FelixX.Yu2DanielHoltmann-Rice2DmitryStorcheus2AfshinRostamizadeh2SanjivKumar2AbstractIfd>...
HomomorphicSensingManolisC.Tsakiris1LiangzuPeng1Abstractentriesoftherighthandsidevectorpermuted(Unnikrish-nanetal.,2015;Tsakirisetal.,2018).Arecentlineofresearchtermedunlabeledsens-ingandshuffledli...
DeepCompressedSensingYanWu1MihaelaRosca1TimothyLillicrap1Abstracttrainingatall.CShasbeensuccessfullyappliedinscenarioswheremeasurementsarenoisyandexpensivetotake,suchCompressedSensing(CS)providesan...
ModelingSparseDeviationsforCompressedSensingusingGenerativeModelsManikDhar1AdityaGrover1StefanoErmon1Abstractcations,amongmanyothers,canbenefitsignificantlyfromcompressedSensingtechniquestoacquires...
CompressedSensingusingGenerativeModelsAshishBora1AjilJalal2EricPrice1AlexandrosG.Dimakis2Abstractoftheunknownvectorx⇤.Weneedtoassumethattheun-knownvectoris“natural,”or“simple,”insomeapplicatio...