ReasoningOverVirtualKnowledgeBasesWithOpenPredicateRelationsHaitianSun1PatVerga2BhuwanDhingra2RuslanSalakhutdinov1WilliamW.Cohen2AbstractAnalternativetoextractinginformationtoaugmentexistingKBsreli...
LEGO:LatentExecution-GuidedReasoningforMulti-HopQuestionAnsweringonKnowledgeGraphsHongyuRen1HanjunDai2BoDai2XinyunChen3MichihiroYasunaga1HaitianSun4DaleSchuurmans2JureLeskovec1DennyZhou2AbstractAns...
AGENT:ABenchmarkforCorePsychologicalReasoningTianminShu1AbhishekBhandwaldar2ChuangGan2KevinA.Smith1ShariLiu1DanGutfreund2ElizabethSpelke3JoshuaB.Tenenbaum1TomerD.Ullman3AbstractGoalobjectsObstacles...
Neuro-SymbolicVisualReasoning:Disentangling“Visual”from“Reasoning”SaeedAmizadeh1HamidPalangi2OleksandrPolozov2YichenHuang2KazuhitoKoishida1AbstractRecentadvancesincomputervision,representationl...
LearningReasoningStrategiesinEnd-to-EndDifferentiableProvingPasqualeMinervini1SebastianRiedel12PontusStenetorp1EdwardGrefenstette12TimRocktäschel12Abstract2018;Johnsonetal.,2017;Sinhaetal.,2019).F...
InductiveRelationPredictionbySubgraphReasoningKomalK.Teru12EtienneG.Denis12WilliamL.Hamilton12AbstractFigure1.Illustrationoftransductiveandinductivesettingsforre-lationpredictioninknowledgegraphs.T...
DeepReasoningNetworksforUnsupervisedPatternDe-mixingwithConstraintReasoningDiChen1YiweiBai1WentingZhao1SebastianAment1JohnM.Gregoire2CarlaP.Gomes1Abstract(a)Thetwoground-truthSudokus(b)Inputmixture...
SATNet:BridgingdeeplearningandlogicalReasoningusingadifferentiablesatisfiabilitysolverPo-WeiWang1PriyaL.Donti12BryanWilder3ZicoKolter14Abstract1.IntroductionIntegratinglogicalReasoningwithindeeplea...
MeasuringabstractReasoninginneuralnetworksDavidG.T.Barrett1FelixHill1AdamSantoro1AriS.Morcos1TimothyLillicrap1AbstractContextPanelsXOR(panel1,panel2)+1Whetherneuralnetworkscanlearnabstractrea-+1son...
Know-Evolve:DeepTemporalReasoningforDynamicKnowledgeGraphsRakshitTrivedi1HanjunDai1YichenWang1LeSong1AbstractFigure1.Sampletemporalknowledgesubgraphbetweenpersons,organizationsandcountries.Theavail...