深蓝图卷积神经网络

图卷积神经网络[4.19G]

第1章从欧几里得空间到非欧几里得空间[240.82M]

Chapter1卷积神经网络-从欧式空间到非欧式空间.mp4[238.94M]

GCN第一节课.pdf[1.89M]

第2章谱域图卷积介绍[327.79M]

第2章谱域图卷积介绍.mp4[324.50M]

第二节课-谱域图卷积.pdf[3.29M]

第3章空域图卷积介绍[968.35M]

3.1-3.2空域卷积.mp4[356.77M]

3.1-3.2-3.3-3.4–L3空域图卷积介绍（一）.pdf[2.16M]

3.3-3.4空域卷积.mp4[132.89M]

3.5-3.6-v5.0过平滑现象.pdf[2.44M]

3.5图卷积网络回顾空域图卷积2.mp4[163.87M]

3.6过平滑现象.mp4[310.24M]

第4章图卷积的实践应用[463.56M]

第五节课.pdf[3.06M]

图卷积神经网络的应用.mp4[460.50M]

第5章实践：基于PyG的图卷积的节点分类(1)[1.11G]

第1节环境搭建[336.02M]

【视频】环境搭建.mp4[336.02M]

第2节基于PyG框架的节点分类实践[429.47M]

16：【视频】节点分类实践（上）.mp4[229.28M]

16：【视频】节点分类实践（下）.mp4[200.20M]

第3节构造自己的数据集&查阅其他GCN方法[309.06M]

17：【视频】构造自己的数据集&查阅其他GCN方法.mp4[309.06M]

第4节实践作业[141.07K]

第六次课.pdf[138.98K]

节点分类code.rar[2.09K]

19：第五章作业讲评.mp4[61.49M]

保存模型与相关代码.zip[4.40M]

实践作业.pdf[279.81K]

第6章实践：基于Pytorch的图卷积的交通预测[840.92M]

第1节课件&代码[31.38M]

code.rar[31.12M]

第七次课.pdf[259.67K]

第2节时序数据处理及建模[349.37M]

20：【视频】时序数据处理及建模.mp4[349.37M]

第3节基于Pytorch的交通流量预测[427.13M]

21：【视频】基于Pytorch的交通流量预测.mp4[427.13M]

第4节作业[266.47K]

作业.pdf[266.47K]

图卷积第6章优秀作业（PCCH）.zip[32.78M]

图神经网络（GNN）100篇论文集[307.79M]

Applications[201.82M]

combinatorialoptimization[3.44M]

CombinatorialOptimizationwithGraphConvolutionalNetworksandGuidedTreeSearch(1).pdf[537.04K]

LearningCombinatorialOptimizationAlgorithmsoverGraphs.pdf[2.91M]

graphgeneration[3.28M]

GraphConvolutionalPolicyNetworkforGoal-DirectedMolecularGraphGeneration.pdf[517.97K]

MolGAN-Animplicitgenerativemodelforsmallmoleculargraphs(1).pdf[1.10M]

NetGAN-GeneratingGraphsviaRandomWalks(1).pdf[1.67M]

image[40.43M]

Imageclassification[1.69M]

Few-ShotLearningwithGraphNeuralNetworks.pdf[1.69M]

InteractionDetection[1.10M]

Structural-RNN-DeepLearningonSpatio-TemporalGraphs.pdf[1.10M]

ObjectDetection[2.57M]

LearningRegionfeaturesforObjectDetection.pdf[1.68M]

RelationNetworksforObjectDetection.pdf[906.66K]

RegionClassification[3.91M]

IterativeVisualReasoningBeyondConvolutions..pdf[3.91M]

SemanticSegmentation[24.98M]

3DGraphNeuralNetworksforRGBDSemanticSegmentation.pdf[2.23M]

DynamicGraphCNNforLearningonPointClouds.pdf[5.07M]

Large-scalePointCloudSemanticSegmentationwithSuperpointGraphs.pdf[4.83M]

Modelingpolypharmacysideeffectswithgraphconvolutionalnetworks.pdf[4.18M]

PointNet-DeepLearningonPointSetsfor3DClassificationandSegmentation.pdf[8.66M]

SocialRelationshipUnderstanding

VisualQuestionAnswering[6.18M]

Graph-StructuredRepresentationsforVisualQuestionAnswering.pdf[3.74M]

OutoftheBox-ReasoningwithGraphConvolutionNetsforFactualVisualQuestionAnswering(1).pdf[2.45M]

knowledgegraph[17.35M]

Cross-lingualKnowledgeGraphAlignmentviaGraphConvolutionalNetworks.pdf[432.63K]

DeepReasoningwithKnowledgeGraphforSocialRelationshipUnderstanding.pdf[2.76M]

DynamicGraphGenerationNetwork-GeneratingRelationalKnowledgefromDiagrams.pdf[1.19M]

KnowledgeTransferforOut-of-Knowledge-BaseEntities-AGraphNeuralNetworkApproach.pdf[355.22K]

ModelingSemanticswithGatedGraphNeuralNetworksforKnowledgeBaseQuestionAnswering.pdf[437.80K]

Multi-LabelZero-ShotLearningwithStructuredKnowledgeGraphs.pdf[1.36M]

Representationlearningforvisual-relationalknowledgegraphs.pdf[6.90M]

TheMoreYouKnow-UsingKnowledgeGraphsforImageClassification.pdf[2.31M]

Zero-shotRecognitionviaSemanticEmbeddingsandKnowledgeGraphs.pdf[1.63M]

science[130.64M]

ACompositionalObject-BasedApproachtoLearningPhysicalDynamics.pdf[4.26M]

ANoteonLearningAlgorithmsforQuadraticAssignmentwithGraphNeuralNetworks.pdf[340.40K]

Asimpleneuralnetworkmoduleforrelationalreasoning.pdf[1.37M]

ActionSchemaNetworks-GeneralisedPolicieswithDeepLearning.pdf[1.67M]

AdversarialAttackonGraphStructuredData.pdf[593.12K]

Attend,Infer,Repeat-FastSceneUnderstandingwithGenerativeModels.pdf[1.30M]

Attention,LearntoSolveRoutingProblems!.pdf[1.48M]

BeyondCategories-TheVisualMemexModelforReasoningAboutObjectRelationships.pdf[618.71K]

CombiningNeuralNetworkswithPersonalizedPageRankforClassificationonGraphs.pdf[483.25K]

ConstrainedGenerationofSemanticallyValidGraphsviaRegularizingVariationalAutoencoders.pdf[567.14K]

ConstructingNarrativeEventEvolutionaryGraphforScriptEventPrediction.pdf[654.87K]

ConversationModelingonRedditusingaGraph-StructuredLSTM.pdf[682.35K]

Convolutionalnetworksongraphsforlearningmolecularfingerprints.pdf[785.36K]

Cross-SentenceN-aryRelationExtractionwithGraphLSTMs.pdf[540.89K]

DeepGraphInfomax.pdf[8.15M]

DeepInf-Modelinginfluencelocalityinlargesocialnetworks.pdf[1.07M]

Discoveringobjectsandtheirrelationsfromentangledscenerepresentations.pdf[4.99M]

DynamicEdge-ConditionedFiltersinConvolutionalNeuralNetworksonGraphs.pdf[567.07K]

EffectiveApproachestoAttention-basedNeuralMachineTranslation.pdf[243.97K]

GeometricMatrixCompletionwithRecurrentMulti-GraphNeuralNetworks.pdf[6.99M]

GraphConvolutionalMatrixCompletion.pdf[732.99K]

GraphConvolutionalNeuralNetworksforWeb-ScaleRecommenderSystems.pdf[9.84M]

Graphnetworksaslearnablephysicsenginesforinferenceandcontrol.pdf[2.72M]

GraphRNN-GeneratingRealisticGraphswithDeepAuto-regressiveModels.pdf[2.43M]

HybridApproachofRelationNetworkandLocalizedGraphConvolutionalFilteringforBreastCancerSubtypeClassification.pdf[2.52M]

HyperbolicAttentionNetworks.pdf[3.08M]

ImprovedSemanticRepresentationsFromTree-StructuredLongShort-TermMemoryNetworks.pdf[304.16K]

InferenceinProbabilisticGraphicalModelsbyGraphNeuralNetworks.pdf[3.07M]

InteractionNetworksforLearningaboutObjects,RelationsandPhysics.pdf[1.91M]

LearningaSATSolverfromSingle-BitSupervision.pdf[1.89M]

LearningConditionedGraphStructuresforInterpretableVisualQuestionAnswering.pdf[8.48M]

LearningDeepGenerativeModelsofGraphs.pdf[2.31M]

LearningGraphicalStateTransitions.pdf[1.47M]

LearningHuman-ObjectInteractionsbyGraphParsingNeuralNetworks.pdf[3.91M]

Learningmodel-basedplanningfromscratch.pdf[1.28M]

LearningMultiagentCommunicationwithBackpropagation.pdf[4.13M]

LearningtoRepresentProgramswithGraphs.pdf[421.90K]

MetacontrolforAdaptiveImagination-BasedOptimization.pdf[1.60M]

MolecularGraphConvolutions-MovingBeyondFingerprints.pdf[2.08M]

NerveNetLearningStructuredPolicywithGraphNeuralNetworks.pdf[3.11M]

NeuralCombinatorialOptimizationwithReinforcementLearning.pdf[393.17K]

NeuralModuleNetworks.pdf[1.03M]

NeuralRelationalInferenceforInteractingSystems.pdf[2.83M]

ProteinInterfacePredictionusingGraphConvolutionalNetworks.pdf[837.75K]

RelationalDeepReinforcementLearning.pdf[6.81M]

Relationalinductivebiasforphysicalconstructioninhumansandmachines.pdf[1.00M]

Relationalneuralexpectationmaximization-Unsuperviseddiscoveryofobjectsandtheirinteractions.pdf[1.15M]

Self-AttentionwithRelativePositionRepresentations.pdf[229.86K]

Semi-supervisedUserGeolocationviaGraphConvolutionalNetworks.pdf[1.13M]

SituationRecognitionwithGraphNeuralNetworks.pdf[5.27M]

SpatialTemporalGraphConvolutionalNetworksforSkeleton-BasedActionRecognition.pdf[1.50M]

Spatio-TemporalGraphConvolutionalNetworks-ADeepLearningFrameworkforTrafficForecasting.pdf[895.05K]

StructuredDialoguePolicywithGraphNeuralNetworks.pdf[779.24K]

SymbolicGraphReasoningMeetsConvolutions.pdf[3.23M]

TrafficGraphConvolutionalRecurrentNeuralNetwork-ADeepLearningFrameworkforNetwork-ScaleTrafficLearningandForecasting.pdf[1.45M]

TranslatingEmbeddingsforModelingMulti-relationalData.pdf[414.17K]

UnderstandingKinRelationshipsinaPhoto.pdf[1.44M]

VAIN-AttentionalMulti-agentPredictiveModeling.pdf[423.97K]

VisualInteractionNetworks-LearningaPhysicsSimulatorfromVide.o.pdf[5.41M]

text[6.70M]

SequenceLabeling

Textclassification

AGraph-to-SequenceModelforAMR-to-TextGeneration.pdf[290.15K]

EncodingSentenceswithGraphConvolutionalNetworksforSemanticRoleLabeling.pdf[621.87K]

End-to-EndRelationExtractionusingLSTMsonSequencesandTreeStructures.pdf[363.06K]

ExploitingSemanticsinNeuralMachineTranslationwithGraphConvolutionalNetworks.pdf[604.59K]

ExploringGraph-structuredPassageRepresentationforMulti-hopReadingComprehensionwithGraphNeuralNetworks..pdf[453.50K]

GraphConvolutionoverPrunedDependencyTreesImprovesRelationExtraction.pdf[784.41K]

GraphConvolutionalEncodersforSyntax-awareNeuralMachineTranslation.pdf[346.90K]

GraphConvolutionalNetworksforTextClassification.pdf[1.83M]

GraphConvolutionalNetworkswithArgument-AwarePoolingforEventDetection.pdf[324.70K]

JointlyMultipleEventsExtractionviaAttention-basedGraph.pdf[430.38K]

N-aryrelationextractionusinggraphstateLSTM.pdf[455.67K]

RecurrentRelationalNetworks.pdf[307.00K]

Models[81.01M]

graph_type[16.10M]

directedgraph[4.21M]

RethinkingKnowledgeGraphPropagationforZero-ShotLearning.pdf[4.21M]

edge-informativegraph[4.38M]

Graph-to-SequenceLearningusingGatedGraphNeuralNetworks.pdf[4.06M]

Modelingrelationaldatawithgraphconvolutionalnetworks.pdf[323.62K]

heterogeneousgraphs

AdaptiveGraphConvolutionalNeuralNetworks.pdf[803.92K]

GraphCapsuleConvolutionalNeuralNetworks.pdf[1.93M]

GraphNeuralNetworksforObjectLocalization.pdf[221.83K]

GraphNeuralNetworksforRankingWebPages.pdf[1.01M]

GraphPartitionNeuralNetworksforSemi-SupervisedClassification.pdf[713.90K]

HowPowerfulareGraphNeuralNetworks-.pdf[678.30K]

Mean-fieldtheoryofgraphneuralnetworksingraphpartitioning.pdf[369.44K]

SpectralNetworksandLocallyConnectedNetworksonGraphs.pdf[1.86M]

others[30.67M]

AComparisonbetweenRecursiveNeuralNetworksandGraphNeuralNetworks.pdf[247.20K]

Anewmodelforlearningingraphdomains.pdf[177.61K]

CelebrityNet-ASocialNetworkConstructedfromLarge-ScaleOnlineCelebrityImages.pdf[16.33M]

ContextualGraphMarkovModel-ADeepandGenerativeApproachtoGraphProcessing.pdf[570.59K]

DeepSets.pdf[5.11M]

DerivingNeuralArchitecturesfromSequenceandGraphKernels.pdf[687.05K]

Diffusion-ConvolutionalNeuralNetworks.pdf[366.35K]

Geometricdeeplearningongraphsandmanifoldsusingmixturemodelcnns.pdf[7.23M]

propagation_type[20.75M]

attention[6.05M]

AttentionIsAllYouNeed.pdf[2.10M]

GraphAttentionNetworks.pdf[1.48M]

GraphClassificationusingStructuralAttention.pdf[2.47M]

convolution[9.55M]

BayesianSemi-supervisedLearningwithGraphGaussianProcesses.pdf[689.89K]

ConvolutionalNeuralNetworksonGraphswithFastLocalizedSpectralFiltering.pdf[459.44K]

DeepConvolutionalNetworksonGraph-StructuredData.pdf[4.57M]

LearningConvolutionalNeuralNetworksforGraphs.pdf[639.85K]

SpectralNetworksandDeepLocallyConnected.pdf[1.86M]

Structure-AwareConvolutionalNeuralNetworks.pdf[1.36M]

gate[1.16M]

GatedGraphSequenceNeuralNetworks.pdf[748.16K]

Sentence-StateLSTMforTextRepresentation.pdf[442.27K]

skip[3.99M]

RepresentationLearningonGraphswithJumpingKnowledgeNetworks.pdf[3.15M]

Semi-SupervisedClassificationwithGraphConvolutionalNetworks.pdf[853.42K]

trainingmethods[13.49M]

boosting[1.96M]

DeeperInsightsintoGraphConvolutionalNetworksforSemi-SupervisedLearning.pdf[1.96M]

neighborhoodsampling[1.95M]

AdaptiveSamplingTowardsFastGraphRepresentationLearning.pdf[579.95K]

FastGCN-FastLearningwithGraphConvolutionalNetworksviaImportanceSampling.pdf[358.35K]

InductiveRepresentationLearningonLargeGraphs.pdf[1.04M]

receptivefieldcontrol[1.25M]

StochasticTrainingofGraphConvolutionalNetworkswithVarianceReduction.pdf[1.25M]

CovariantCompositionalNetworksForLearningGraphs.pdf[482.53K]

Graphical-BasedLearningEnvironmentsforPatternRecognition.pdf[335.92K]

HierarchicalGraphRepresentationLearningwithDifferentiablePooling.pdf[2.31M]

Knowledge-GuidedRecurrentNeuralNetworkLearningforTask-OrientedActionPrediction.pdf[0.98M]

LearningSteady-StatesofIterativeAlgorithmsoverGraphs.pdf[3.09M]

Neuralnetworksforrelationallearning-anexperimentalcomparison.pdf[1.15M]

Survey[24.96M]

极力推荐[14.33M]

GraphNeuralNetworks：AReviewofMethodsandApplications.pdf[2.67M]

Non-localNeuralNetworks.pdf[1.24M]

RelationalInductiveBiases,DeepLearning,andGraphNetworks.pdf[8.99M]

TheGraphNeuralNetworkModel.pdf[1.43M]

一般推荐[10.63M]

AComprehensiveSurveyonGraphNeuralNetworks.pdf[1.80M]

ComputationalCapabilitiesofGraphNeuralNetworks(1).pdf[1.28M]

DeepLearningonGraphs-ASurvey.pdf[1.80M]

GeometricDeepLearning-GoingbeyondEuclideandata.pdf[5.26M]

NeuralMessagePassingforQuantumChemistry.pdf[511.15K]

图卷积神经网络开课仪式.pptx[362.72K]

看看我.zip[14.66M]

课程总结.mp4[14.73M]

面试合集.txt[0.18K]

软件下载.txt[0.15K]

下载必看.txt[0.16K]

资料2.zip[14.66M]