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AI 2000 Machine Learning Most Influential Scholars

The 2020 AI 2000 Most Influential Scholars in Machine Learning are the top 10 most cited scholars from the top venues of this field over the past 10 years (2009–2019). The top 11–100 most cited scholars are recognized as AI 2000 Most Influential Scholars Honorable Mention. The identified top venues of this field are Annual Conference on Neural Information Processing Systems(NeurIPS), International Conference on Machine Learning(ICML) and International Conference on Learning Representations(ICLR), which published 11010 papers authored by 21028 scholars between 2009 and 2019.
Chinese
Overseas Chinese
Multi journal / conference

Most Influential Scholars

Ilya Sutskever
Ilya Sutskever

Chief Scientist

OpenAI

United States

Neural NetworkProbabilistic ModelFixed PointBelief NetworkBoltzmann MachinePowerful Sequence ModelDeep LearningConvolutional Neural Network
Total citations of the selected papers: 92071
views: -h-index: 46#Paper: 82#Citation: 66388
Geoffrey E. Hinton
Geoffrey E. Hinton

教授

Department of Computer Science, University of Toronto

Canada

Neural NetworkBoltzmann MachineSpeech RecognitionUnsupervised LearningNeural NetworksHidden Markov ModelHidden Markov ModelsNeural Nets
Total citations of the selected papers: 70250
views: -h-index: 154#Paper: 451#Citation: 397689
Yoshua Bengio
Yoshua Bengio

Professor

Département d’informatique et de recherche opérationnelle, Université de Montréal

Canada

Neural NetworkDeep LearningNeural NetworksMachine LearningSpeech RecognitionHidden Markov ModelArtificial Neural NetworkNeural Nets
Total citations of the selected papers: 55930
views: -h-index: 154#Paper: 810#Citation: 255730
Alex Krizhevsky
Alex Krizhevsky
4

Researcher

Google

United States

Convolutional Neural NetworkDeep LearningNeural NetworkBoltzmann MachineContent-based Image RetrievalConvolutional Deep Belief NetworkDeep AutoencodersDeep Convolutional Neural Networks
Total citations of the selected papers: 53057
views: -h-index: 13#Paper: 19#Citation: 72859
Diederik Pieter Kingma
Diederik Pieter Kingma
5

Research Scientist

Google Brain

United States

Generative ModelMachine LearningInverse Autoregressive FlowFlow-based Generative ModelVariational InferenceDiscretized Logistic Mixture LikelihoodVariational AutoencodersVariational Dropout
Total citations of the selected papers: 43803
views: -h-index: 15#Paper: 24#Citation: 65709
Jimmy Ba
Jimmy Ba
6

Assistant Professor

University of Toronto/Vector Institute

Canada

Deep LearningGenerative Adversarial NetworksReinforcement LearningPlanningData DistributionComputational PowerWasserstein DistanceMachine Translation
Total citations of the selected papers: 40484
views: -h-index: 12#Paper: 29#Citation: 46754
Ian Goodfellow
Ian Goodfellow
7

Researcher

Apple Inc

United States

Adversarial ExamplesDeep Neural NetworkSemi-supervised LearningSpike-and-slab Sparse CodingAccelerating LearningAdversarial AutoencodersCatastrophic ForgetingCompetition
Total citations of the selected papers: 30265
views: -h-index: 44#Paper: 79#Citation: 41499
Tomas Mikolov
Tomas Mikolov
8

Research scientist

Facebook

United States

Language ModelRecurrent Neural NetworkSpeech RecognitionLanguage ModelingComputational ComplexityDecision TreeNatural Language ProcessingDecoding
Total citations of the selected papers: 27091
views: -h-index: 35#Paper: 66#Citation: 52049
Aaron Courville
Aaron Courville
9

Assistant Professor

Department of Computer Science and Operations Research, University of Montreal

Canada

Unsupervised LearningRepresentation LearningDeep LearningDeep ArchitectureAppetitive ConditioningAnimal Conditioning BehaviorFeature LearningMachine Learning
Total citations of the selected papers: 26714
views: -h-index: 25#Paper: 68#Citation: 33085
Jeffrey Dean
Jeffrey Dean
10

Senior Fellow

Google

United States

Object Oriented LanguageOptimizing CompilerObject-oriented LanguageProcessor PipelineInformation RetrievalStorage SystemObject OrientedNeural Network
Total citations of the selected papers: 23868
views: -h-index: 76#Paper: 218#Citation: 147256

Most Influential Scholars Honorable Mention

Greg Corrado
Greg Corrado
11

Senior Research Scientist

Google Inc

United States

Machine LearningDeep LearningUnsupervised LearningDiabetic RetinopathyDetectorsFace RecognitionProstate CancerLarge Scale
Total citations of the selected papers: 23352
views: -h-index: 25#Paper: 62#Citation: 42402
Quoc V. Le
Quoc V. Le
12

other

Google

United States

Machine LearningUnsupervised LearningDetectorsOptimizationSupport Vector MachineImage ClassificationInformation RetrievalFeature Extraction
Total citations of the selected papers: 23250
views: -h-index: 82#Paper: 218#Citation: 59108
Christian Szegedy
Christian Szegedy
13

Staff Research Scientist

Google

United States

Deep Neural NetworksNeural NetworksArrival TimeBoolean CircuitBoolean FunctionsCircuitCombinatorial MathematicsComputer Vision
Total citations of the selected papers: 22614
views: -h-index: 17#Paper: 35#Citation: 59568
Kai Chen
Kai Chen
14

Principal Software Engineer

Google Inc.

United States

Semantic UnitMobile Ad Hoc NetworkAbstract State MachineCommon CouplingSemantic Anchoring InfrastructureAd Hoc NetworksWireless NetworkSemantic Anchoring
Total citations of the selected papers: 21621
views: -h-index: 28#Paper: 85#Citation: 44771
Oriol Vinyals
Oriol Vinyals
15

Google DeepMind

United States

Speaker DiarizationSpeech RecognitionSpeaker RecognitionSpeechComputer ScienceAutomatic Speech RecognitionHidden Markov ModelsError Rate
Total citations of the selected papers: 21021
views: -h-index: 61#Paper: 134#Citation: 49587
Mehdi Mirza
Mehdi Mirza
16

Research Scientist

DeepMind

United States

Emotion RecognitionDeep LearningBag Of Visual WordsMulti Class ClassificationFacial Expression RecognitionDeep BeliefMulti-class Object CategorizationDisentangling Factor
Total citations of the selected papers: 18996
views: -h-index: 13#Paper: 23#Citation: 21050
Andrew Y. Ng
Andrew Y. Ng（吴恩达）
17

Adjunct Professor

Computer Science Department, Stanford University

United States

Reinforcement LearningSupervised LearningMachine LearningUnsupervised LearningMarkov Decision ProcessFeature SelectionLogistic RegressionComputer Vision
Total citations of the selected papers: 18631
views: -h-index: 122#Paper: 329#Citation: 158460
Kyunghyun Cho
Kyunghyun Cho
18

Associate Professor

Computer Science and Center for Data Science, New York University

United States

Deep LearningNeural Machine TranslationNeural NetworksBoltzmann MachineRestricted Boltzmann MachineNeural NetworkMachine TranslationReinforcement Learning
Total citations of the selected papers: 17820
views: -h-index: 49#Paper: 237#Citation: 41839
David Warde-Farley
David Warde-Farley
19

Research Scientist

DeepMind

United States

AlgorithmsDeep LearningEmotion RecognitionGene FunctionGenomicsProteinsBiological NetworkBiological Network Integration
Total citations of the selected papers: 16475
views: -h-index: 18#Paper: 24#Citation: 24067
Kaiming He
Kaiming He（何恺明）
20

其他

Facebook AI Research

United States

Object DetectionComputer VisionFeature ExtractionImage ClassificationVectorsProposalsEncodingImage Matting
Total citations of the selected papers: 16460
views: -h-index: 60#Paper: 83#Citation: 132732
Jian Sun
Jian Sun（孙剑）
21

Megvii Technology

China

Feature ExtractionImage SegmentationComputer VisionFace RecognitionObject DetectionShapePoint CloudImage Retrieval
Total citations of the selected papers: 16459
views: -h-index: 101#Paper: 345#Citation: 140245
Ruslan Salakhutdinov
Ruslan Salakhutdinov
22

Professor

School of Computer Science, Carnegie Mellon University

United States

Deep LearningUnsupervised LearningBoltzmann MachineMarkov ChainNeural NetworksDeep Boltzmann MachineCollaborative FilteringBoltzmann Machines
Total citations of the selected papers: 15827
views: -h-index: 89#Paper: 278#Citation: 77235
Ross B. Girshick
Ross B. Girshick
23

Research

Facebook AI Research

United States

Object DetectionDeformable Part ModelObject RecognitionFeature ExtractionRgb-d ImagesDetectorsImage SegmentationSemantic Segmentation
Total citations of the selected papers: 15796
views: -h-index: 58#Paper: 94#Citation: 98525
Yann LeCun
Yann LeCun
24

Professor

New York University/Facebook

United States

Neural NetworkFeature ExtractionObject RecognitionPattern RecognitionMachine LearningNeural NetworksUnsupervised LearningNeural Nets
Total citations of the selected papers: 15368
views: -h-index: 110#Paper: 335#Citation: 134630
Sergey Ioffe
Sergey Ioffe
25

Research Scientist

Google

United States

Object RecognitionComputer VisionImage RetrievalSemanticsLearning Artificial IntelligenceImage SegmentationCryptographyMinhash
Total citations of the selected papers: 14911
views: -h-index: 26#Paper: 62#Citation: 26795
Max Welling
Max Welling
26

Professor

University of Amsterdam/Qualcomm AI Research

Netherlands

Gibbs SamplingUnsupervised LearningLatent Dirichlet AllocationGraphical ModelMixture ModelBelief PropagationMachine LearningTopic Model
Total citations of the selected papers: 14668
views: -h-index: 65#Paper: 257#Citation: 30414
Sherjil Ozair
Sherjil Ozair
27

Researcher

MILA

Canada

Mutual InformationSpeech RecognitionMarkov Chain Monte CarloReinforcement LearningObject RecognitionIntelligent AgentsProbabilistic ProgrammingProgram Synthesis
Total citations of the selected papers: 14665
views: -h-index: 8#Paper: 14#Citation: 21787
Rob Fergus
Rob Fergus
28

Professor

New York University

United States

Object RecognitionMaximum LikelihoodLearning Artificial IntelligenceFeature ExtractionImage ClassificationInternetBayesian ApproachProbabilistic Model
Total citations of the selected papers: 14624
views: -h-index: 46#Paper: 74#Citation: 45489
Jean Pouget-Abadie
Jean Pouget-Abadie
29

其他

Google Research

United States

Automatic SegmentationBipartite GraphCorrelation ClusteringGenerative Adversarial NetsGenerative Adversarial NetworksInferring GraphsNeural Machine TranslationSentence Length
Total citations of the selected papers: 14487
views: -h-index: 5#Paper: 9#Citation: 14542
Bing Xu
Bing Xu
30

Senior Applied Research Scientist

Facebook

United States

Computational CostOctave ConvolutionEmpirical EvaluationRectified ActivationsDeep NetsSublinear Memory CostDeep RepresentationRevise Saturated Activation Functions
Total citations of the selected papers: 14468
views: -h-index: 8#Paper: 11#Citation: 15640
Shaoqing Ren
Shaoqing Ren（任少卿）
31

Co-founder、R&D Director

Momenta

China

3d VisualizationFace AlignmentICTRandom ForestRegressing Local Binary FeaturesVolume RenderingAbs/asrBasic Principle
Total citations of the selected papers: 14441
views: -h-index: 14#Paper: 22#Citation: 70489
Koray Kavukcuoglu
Koray Kavukcuoglu
32

DeepMind

United States

Object RecognitionFeature ExtractionMachine LearningNeural NetworkNatural Language ProcessingInformation ExtractionSparse CodingVisual Object Recognition
Total citations of the selected papers: 13952
views: -h-index: 48#Paper: 88#Citation: 33979
Pieter Abbeel
Pieter Abbeel
33

Professor

UC Berkeley

United States

Reinforcement LearningRobotsMobile RobotsMotion PlanningPath PlanningPlanningMotion ControlApprenticeship Learning
Total citations of the selected papers: 11629
views: -h-index: 100#Paper: 403#Citation: 43776
Honglak Lee
Honglak Lee
34

Associate Professor

University of Michigan/Google Brain

United States

Deep LearningLearning Artificial IntelligenceUnsupervised LearningConvolutional Deep Belief NetworkHierarchical RepresentationRestricted Boltzmann MachinesSparse CodingBelief Network
Total citations of the selected papers: 11533
views: -h-index: 67#Paper: 144#Citation: 28224
Dzmitry Bahdanau
Dzmitry Bahdanau
35

PhD Student

University of Montreal

Canada

Neural Machine TranslationSpeech RecognitionASRAttentionAttention-based ModelsAttention-based Recurrent NnAutomatic SegmentationDeep Learning
Total citations of the selected papers: 11120
views: -h-index: 13#Paper: 25#Citation: 24381
Wojciech Zaremba
Wojciech Zaremba
36

Research Head

OpenAI

United States

Eeg DataExtending Web ApplicationGraphics Processor UnitVariable Brain Activation DelayObject-oriented Java Bytecode CompilationZero Knowledge Proof AuthenticationReal WorldBytecode Program
Total citations of the selected papers: 10331
views: -h-index: 26#Paper: 42#Citation: 16622
Richard Zemel
Richard Zemel
37

Professor、Senior Fellow、Director

Department of Computer Science, University of Toronto

Canada

Population CodingCollaborative FilteringPopulation CodeUnsupervised LearningMinimum Description LengthNeural NetworkInformation RetrievalProbability Distribution
Total citations of the selected papers: 10220
views: -h-index: 60#Paper: 214#Citation: 29785
Soumith Chintala
Soumith Chintala
38

Research Engineer

Facebook AI Research

United States

Computer VisionConvolutional NetworkAdversarial NetworksComplex-valued Convolutional NetworkDeep Generative ImageLaplacian PyramidLearning (artificial Intelligence)Pedestrian
Total citations of the selected papers: 10207
views: -h-index: 17#Paper: 26#Citation: 15484
Michael I. Jordan
Michael I. Jordan
39

Professor

Department of Statistics, University of California

United States

Graphical ModelMachine LearningSupervised LearningHierarchical Dirichlet ProcessVariational MethodMixture ModelGraphical ModelsAlgorithms
Total citations of the selected papers: 10120
views: -h-index: 164#Paper: 866#Citation: 210404
Alex Graves
Alex Graves
40

Junior Fellow

University of Toronto

Canada

Recurrent Neural NetworkSpeech RecognitionLong Short Term MemoryHidden Markov ModelNeural NetworkBidirectional Lstm NetworkComputer SciencesFramewise Phoneme Classification
Total citations of the selected papers: 8908
views: -h-index: 47#Paper: 71#Citation: 27596
Karen Simonyan
Karen Simonyan
41

Researcher

Google DeepMind

United States

Asymmetric InformationInitial Public OfferingsMachine LearningDeep LearningQuery RegionManagement QualityComputational ComplexityMergers And Acquisitions
Total citations of the selected papers: 8260
views: -h-index: 34#Paper: 70#Citation: 18521
Vinod Nair
Vinod Nair
42

Researcher

Yahoo

United States

Image ClassificationGenerative ModelTraining DataObject RecognitionNeural NetworkBoltzmann MachineNearest Neighbor SearchUnified Approach
Total citations of the selected papers: 8219
views: -h-index: 12#Paper: 21#Citation: 8896
David Silver
David Silver
43

Professor

Google DeepMind/University College London

United States

Reinforcement LearningMachine LearningValue FunctionCost FunctionMobile RobotsTemporal Difference LearningMobile RobotAutonomous Navigation
Total citations of the selected papers: 8121
views: -h-index: 51#Paper: 111#Citation: 40430
Marc'Aurelio Ranzato
Marc'Aurelio Ranzato
44

Research Scientist、Manager

Facebook Inc.

United States

Unsupervised LearningFeature ExtractionObject RecognitionDeep LearningBoltzmann MachineGated MrfNeural NetworksBelief Networks
Total citations of the selected papers: 8082
views: -h-index: 40#Paper: 77#Citation: 16941
Trevor Darrell
Trevor Darrell
45

Professor

CS Division, University of California, Berkeley

United States

Computer VisionObject RecognitionMotion EstimationReal TimeImage ClassificationFeature ExtractionGesture RecognitionTracking
Total citations of the selected papers: 8021
views: -h-index: 116#Paper: 513#Citation: 93690
Ryan P. Adams
Ryan P. Adams
46

Professor

Department of Computer Science Princeton University

United States

Gaussian ProcessMarkov Chain Monte CarloMachine LearningPosterior DistributionTime SeriesProbabilistic ModelBayesian InferenceGenerative Model
Total citations of the selected papers: 7340
views: -h-index: 48#Paper: 133#Citation: 16479
Daan Wierstra
Daan Wierstra
47

Principal Scientist

DeepMind

United States

Recurrent Neural NetworkReinforcement LearningEvolution StrategyNatural GradientLong Short-term MemoryHidden StateEvolutionary ComputationSupport Vector Machine
Total citations of the selected papers: 7323
views: -h-index: 35#Paper: 65#Citation: 11597
Razvan Pascanu
Razvan Pascanu
48

DeepMind

United States

Deep LearningBoltzmann MachineRecurrent Neural NetworksContinual LearningSupport Vector MachineSupervised LearningNeural NetworkEmotion Recognition
Total citations of the selected papers: 7163
views: -h-index: 35#Paper: 84#Citation: 12905
Andrew Zisserman
Andrew Zisserman
49

Professor

Computer Vision Engineering, University of Oxford

United Kingdom

Computer VisionComputer GraphicsObject RecognitionImage RetrievalImage ClassificationImage SegmentationLayoutFeature Extraction
Total citations of the selected papers: 7146
views: -h-index: 131#Paper: 575#Citation: 167226
Francis Bach
Francis Bach
50

Professor

Departement d'Informatique de l'Ecole Normale Superieure, PSL Research University

France

Convex OptimizationMachine LearningVariable SelectionSparse CodingCost FunctionSignal ProcessingSparsityReproducing Kernel Hilbert Space
Total citations of the selected papers: 7121
views: -h-index: 79#Paper: 301#Citation: 34751
Richard Socher
Richard Socher
51

Other

Salesforce

United States

Image SegmentationQuestion AnsweringNatural LanguageDialogue State TrackingObject RecognitionInformation RetrievalImage AnnotationImage Classification
Total citations of the selected papers: 7103
views: -h-index: 52#Paper: 198#Citation: 62937
Jamie Ryan Kiros
Jamie Ryan Kiros
52

Research Scientist

University of Toronto/Google

Canada

Visual AttentionMultimodal Neural Language ModelsNeural NetworkObject DetectionInsertion OperationsMulti-goal Reinforcement LearningAugmenting ExperienceScene Graphs
Total citations of the selected papers: 7070
views: -h-index: 11#Paper: 19#Citation: 10686
Sergey Levine
Sergey Levine
53

Assistant Professor

Department of Electrical Engineering and Computer Sciences, UC Berkeley/Paul G. Allen School of Computer Science & Engineering, University of Washington

United States

Reinforcement LearningDeep Reinforcement LearningImitation LearningReward FunctionReal WorldInverse Reinforcement LearningNew TaskRobotics
Total citations of the selected papers: 6700
views: -h-index: 76#Paper: 316#Citation: 21857
Jonathon Shlens
Jonathon Shlens
54

其他

Google Brain

United States

NeuroscienceNeural CodeColor VisionObject DetectionBayesian Confidence IntervalInformation RateEntropy RateMedicine
Total citations of the selected papers: 6695
views: -h-index: 29#Paper: 67#Citation: 24103
Danilo Jimenez Rezende
Danilo Jimenez Rezende
55

Research Scientist

Google DeepMind

United States

Reinforcement LearningGenerative ModelVariational InferenceHigh ImpactQuestion AnsweringNormalizing FlowsDeep Generative ModelsSelf-motion
Total citations of the selected papers: 6694
views: -h-index: 26#Paper: 56#Citation: 9092
Samy Bengio
Samy Bengio
56

其他

Google

United States

SpeechSpeech RecognitionMachine LearningHidden Markov ModelHidden Markov ModelsVisionBiometric AuthenticationSupport Vector Machine
Total citations of the selected papers: 6455
views: -h-index: 81#Paper: 383#Citation: 38898
David M. Blei
David M. Blei
57

professor

Departments of Statistics and Computer Science, Columbia University

United States

Probabilistic ModelLatent Dirichlet AllocationVariational MethodVariational InferenceMixture ModelHierarchical Dirichlet ProcessData AnalysisTopic Model
Total citations of the selected papers: 6439
views: -h-index: 82#Paper: 271#Citation: 106599
Volodymyr Mnih
Volodymyr Mnih
58

research scientist

Google DeepMind

United States

Deep Reinforcement LearningGated MrfReinforcement LearningBelief NetworksDeep Belief NetworkGaussian ProcessLarge DatasetsMachine Learning
Total citations of the selected papers: 6435
views: -h-index: 25#Paper: 37#Citation: 13364
Michaël Mathieu
Michaël Mathieu
59

Research Scientist

DeepMind

United States

Physical SimulationSuccessive RevolvingsInarticulate RobotConvolutional NetworksEnergy-based Generative Adversarial NetworkAdversarial TrainingGenerative ModelObject Detections
Total citations of the selected papers: 6412
views: -h-index: 12#Paper: 17#Citation: 7336
Antonio Torralba
Antonio Torralba
61

Professor

Department of Electrical Engineering and Computer Science, Massachusetts institute of technology

United States

Object RecognitionComputer VisionObject DetectionImage RecognitionVisualizationLayoutScene RecognitionImage Segmentation
Total citations of the selected papers: 6326
views: -h-index: 97#Paper: 268#Citation: 53862
Antoine Bordes
Antoine Bordes
62

Facebook

United States

Multi-relational DataSemantic Matching Energy FunctionSupport Vector MachineKnowledge BasesText EntitiesTraining ExampleBiomedical Event ExtractionConditional Random Field
Total citations of the selected papers: 6013
views: -h-index: 34#Paper: 77#Citation: 16097
Vladlen Koltun
Vladlen Koltun
63

Intel Labs

United States

Voronoi DiagramCombinatorial ComplexityComputational GeometryUpper BoundOptimizationAlgebraic SurfacesImage ReconstructionThree Dimensions
Total citations of the selected papers: 5955
views: -h-index: 60#Paper: 171#Citation: 17357
Timothy P. Lillicrap
Timothy P. Lillicrap
64

Adjunct Professor

Google DeepMind

United States

Self OrganizationRelevance RealizationPervasive ProblemBiomechanicsCognitive ScienceEmerging FrameworkImportant IncompletenessTechnical Innovation
Total citations of the selected papers: 5949
views: -h-index: 28#Paper: 89#Citation: 12426
Kilian Q. Weinberger
Kilian Q. Weinberger
65

Associate Professor

Cornell University/ASAPP Research

United States

Machine LearningConvex OptimizationHigh Dimensional DataDimensionality ReductionNonlinear Dimensionality ReductionManifold LearningFeature SpaceRanking
Total citations of the selected papers: 5686
views: -h-index: 56#Paper: 165#Citation: 33283
Shakir Mohamed
Shakir Mohamed
66

Research Scientist

Google DeepMind

United States

Genetic AlgorithmNeural NetworkIncremental LearningFuzzy ArtmapMachine LearningComputational BiologyFuzzy ClassificationMeasurement System
Total citations of the selected papers: 5610
views: -h-index: 26#Paper: 60#Citation: 8720
Joan Bruna
Joan Bruna
67

Assistant Professor

New York University

United States

Image ClassificationConvolutionGraph Neural NetworksPrincipal Component AnalysisPattern RecognitionWavelet TransformsImage TextureDeformations
Total citations of the selected papers: 5589
views: -h-index: 24#Paper: 94#Citation: 11488
Tong Zhang
Tong Zhang（张潼）
68

Professor

Department of Computer Science and Mathematics, Hong Kong University of Science and Technology

China

Machine LearningGreedy AlgorithmSemi Supervised LearningDecision TreeSupport Vector MachineUpper BoundSparsityConvergence Rate
Total citations of the selected papers: 5587
views: -h-index: 82#Paper: 355#Citation: 35160
John Schulman
John Schulman
69

Research scientist

OpenAI

United States

Sequential Convex OptimizationConvex ProgrammingMotion PlanningDeep Reinforcement LearningConvex Collision CheckingMedical Needle SteeringPath PlanningCurvature-constrained Trajectory Optimization
Total citations of the selected papers: 5564
views: -h-index: 27#Paper: 43#Citation: 12152
Song Han
Song Han（韩松）
70

Associate Professor

Massachusetts Institute of Technology

United States

Deep LearningModel CompressionComputational ModelingComputer ArchitectureField Programmable Gate ArraysPipelinesHardwareAutoML
Total citations of the selected papers: 5499
views: -h-index: 28#Paper: 104#Citation: 15239
Xiang Zhang
Xiang Zhang
71

Ph.D. student

Computer Science Department, New York University

United States

Source ImageColor TransferFast Fourier TransformsGrayscale ImageFrequency DomainSelective ColorHistogram RegressionTexture Transfer
Total citations of the selected papers: 5292
views: -h-index: 18#Paper: 96#Citation: 6833
William J. Dally
William J. Dally
72

Professor

Computer Science Department, Stanford University

United States

CHIPComputer ArchitectureBandwidthParallel ProcessingRoutingSwitchesThroughputCmos Integrated Circuits
Total citations of the selected papers: 5290
views: -h-index: 95#Paper: 536#Citation: 59103
Eric P. Xing
Eric P. Xing（邢波）
73

Professor

Language Technologies Institute, Carnegie Mellon University

United States

AlgorithmsGene ExpressionGraphical ModelMachine LearningOptimizationGeneticsTopic ModelsBioinformatics
Total citations of the selected papers: 5288
views: -h-index: 81#Paper: 594#Citation: 32853
Dumitru Erhan
Dumitru Erhan
74

其他

Google

United States

Machine LearningDeep ArchitectureDeep LearningUnsupervised Pre-trainingDeep ModelTraining DataUnsupervised LearningImage Recognition
Total citations of the selected papers: 5059
views: -h-index: 24#Paper: 51#Citation: 46201
Jeff Donahue
Jeff Donahue
75

Research Scientist

DeepMind

United States

Image ClassificationObject DetectionVisual RecognitionAccurate Object DetectionComputer VisionDomain AdaptationImage SegmentationObject Recognition
Total citations of the selected papers: 5010
views: -h-index: 26#Paper: 34#Citation: 39161
Hugo Larochelle
Hugo Larochelle
76

Research Scientist

Google Brain

United States

Boltzmann MachineNeural NetworkRestricted Boltzmann MachineUnsupervised LearningDeep LearningDeep NetworkMachine LearningSupport Vector Machine
Total citations of the selected papers: 4871
views: -h-index: 40#Paper: 113#Citation: 26082
David Eigen
David Eigen
77

Clarifai Inc.

United States

Nonparametric ImageAdaptive Neighbor SetSingle ImageState-of-the-art PerformanceConvolutional NetworkDeformable Parts ModelObject CompositionSignificant Performance Boost
Total citations of the selected papers: 4736
views: -h-index: 12#Paper: 18#Citation: 7145
Kelvin Xu
Kelvin Xu
78

PhD student

University of California, Berkeley

United States

Few-shot ClassificationFew-shot LearningMeta LearningReinforcement LearningNeural Machine TranslationController-recognizer FrameworkCaption GenerationOff-policy Trust Region Method
Total citations of the selected papers: 4723
views: -h-index: 11#Paper: 18#Citation: 5071
Jason Weston
Jason Weston
79

Facebook

United States

Support Vector MachineMachine LearningComputational BiologyNatural Language ProcessingSemi Supervised LearningProtein SequenceAlgorithmsFeature Selection
Total citations of the selected papers: 4638
views: -h-index: 82#Paper: 245#Citation: 61542
Alexander J. Smola
Alexander J. Smola
80

other

Amazon Web Services

United States

Machine LearningSupport VectorSupport Vector MachineSupport Vector MachinesKernel MethodKernel MethodsReproducing Kernel Hilbert SpaceFeature Space
Total citations of the selected papers: 4522
views: -h-index: 116#Paper: 354#Citation: 95209
Roger Grosse
Roger Grosse
81

Assistant Professor

University of Toronto

Canada

Convolutional Deep Belief NetworkUnsupervised LearningHierarchical RepresentationProbabilistic Max-poolingVisual Recognition TaskDeep Belief NetworkTop-down Probabilistic InferenceDifficult Problem
Total citations of the selected papers: 4387
views: -h-index: 27#Paper: 62#Citation: 6520
Rajat Monga
Rajat Monga
82

Distinguished Engineer

Google

United States

High-level FeatureLarge ScaleDeep NetworksFace RecognitionUnsupervised LearningAccuracyAsynchronous SgdCat Faces
Total citations of the selected papers: 4358
views: -h-index: 13#Paper: 22#Citation: 18630
Matthieu Devin
Matthieu Devin
82

Google

United States

High-level FeatureLarge ScaleEfficient Lisp SystemFace RecognitionProgramming EnvironmentUnsupervised LearningAccuracyAcoustic Modeling
Total citations of the selected papers: 4358
views: -h-index: 16#Paper: 29#Citation: 32118
Benjamin Recht
Benjamin Recht
84

Associate Professor

UC Berkeley

United States

Convex OptimizationCompressed SensingLinear ProgrammingConvex ProgrammingRandom MatricesMachine LearningOptimization ProblemSignal Processing
Total citations of the selected papers: 4328
views: -h-index: 56#Paper: 169#Citation: 25221
Christopher D. Manning
Christopher D. Manning
85

Professor

Computer Science Department, Stanford University

United States

Information RetrievalKnowledge ManagementComputer ScienceNatural Language ProcessingNatural LanguageUnsupervised LearningProbabilistic ModelMachine Learning
Total citations of the selected papers: 4319
views: -h-index: 121#Paper: 464#Citation: 126766
Zoubin Ghahramani
Zoubin Ghahramani
86

Professor

Department of Engineering University of Cambridge/Cambridge Institute of Public Health, University of Cambridge

United Kingdom

Gaussian ProcessProbabilistic ModelEm AlgorithmBayesian InferenceMachine LearningMarkov Chain Monte CarloBayesian MethodGraphical Model
Total citations of the selected papers: 4281
views: -h-index: 106#Paper: 506#Citation: 62158
Judy Hoffman
Judy Hoffman
87

Assistant Professor

School of Interactive Computing, Georgia Tech

United States

Domain AdaptationDomain Adaptation MethodImage ClassificationObject DetectionBorrowed DataCategory Invariant Feature TransformationsClassic Domain Adaptation ParadigmClassifier Scores
Total citations of the selected papers: 4269
views: -h-index: 29#Paper: 47#Citation: 9017
Jason Yosinski
Jason Yosinski
88

Researcher

Uber AI Labs

United States

SensorsAlgorithmsChemicalsHyperneat Generative EncodingCreating GaitConvolutional Neural NetworksNetworksSensor Fusion
Total citations of the selected papers: 4246
views: -h-index: 20#Paper: 48#Citation: 7683
Bernhard Schölkopf
Bernhard Schölkopf
89

Max Planck Institute for Intelligent Systems

Germany

Support Vector MachineMachine LearningSupport VectorKernel MethodSupport Vector MachinesBrain Computer InterfacesReproducing Kernel Hilbert SpaceFeature Space
Total citations of the selected papers: 4240
views: -h-index: 131#Paper: 736#Citation: 115134
Tim Salimans
Tim Salimans
90

Senior Research Scientist

Google Brain Amsterdam

United States

New MethodStochastic ApproximationVariable SelectionProduct RecommendationActive LearningSuperior Predictive PerformanceInformative ItemSmall Number
Total citations of the selected papers: 4179
views: -h-index: 14#Paper: 35#Citation: 10214
LéOn Bottou
LéOn Bottou
91

Fellow

New York University/Facebook AI Research

United States

Machine LearningData CompressionSupport Vector MachineNeural NetworkImage CompressionPattern RecognitionVideo CodingOnline Learning
Total citations of the selected papers: 4151
views: -h-index: 64#Paper: 160#Citation: 64391
Inderjit S. Dhillon
Inderjit S. Dhillon
92

Professor

University of Texas at Austin,University of Texas at Austin

United States

Machine LearningClusteringSocial NetworkGraph ClusteringSocial Network AnalysisData MiningPattern ClusteringAlgorithms
Total citations of the selected papers: 4139
views: -h-index: 70#Paper: 267#Citation: 36737
Pierre Sermanet
Pierre Sermanet
93

其他

Google Brain

United States

Computer VisionFeature ExtractionMobile RobotMobile RobotsPath PlanningSpeech RecognitionLearning Artificial IntelligenceRobotics
Total citations of the selected papers: 4053
views: -h-index: 16#Paper: 32#Citation: 27841
Nathan Srebro
Nathan Srebro
94

Professor

Toyota Technological Institute at Chicago

United States

Matrix FactorizationStochastic Gradient DescentGradient DescentGeneralization ErrorGraphical ModelMaximum LikelihoodConvex OptimizationAI
Total citations of the selected papers: 3997
views: -h-index: 55#Paper: 186#Citation: 14710
Eric Tzeng
Eric Tzeng
95

University of California at Berkeley

United States

Adaptation ApproachAvailable Digital Elevation ModelCamera Focal LengthConcavity-based FeatureDatabase SkylineDatabasesDeep Convolutional Activation FeatureDeep Domain Confusion
Total citations of the selected papers: 3959
views: -h-index: 12#Paper: 25#Citation: 6738
Jasper Snoek
Jasper Snoek
96

research scientis

Google Brain

United States

Machine LearningData MiningGeriatricsOlder AdultProduct UsabilityIndependent LivingAutomatic AssessmentHealthcare System
Total citations of the selected papers: 3841
views: -h-index: 18#Paper: 48#Citation: 5696
Jeff Clune
Jeff Clune
97

Research Team Leader

OpenAI

United States

Generative EncodingArtificial IntelligenceGenerative EncodingsEvolutionary ComputationDirect Encoding ControlModularityNeuroevolutionDevelopmental Biology
Total citations of the selected papers: 3696
views: -h-index: 30#Paper: 86#Citation: 9150
Julien Mairal
Julien Mairal
98

其他

Inria Grenoble, Thoth team

France

Image RestorationSparse CodingDictionariesConvex OptimizationSignal ProcessingSparsityImage ProcessingMachine Learning
Total citations of the selected papers: 3680
views: -h-index: 40#Paper: 108#Citation: 17855
Joshua Brett Tenenbaum
Joshua Brett Tenenbaum
99

Professor

Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology

United States

Bayesian ModelBayesian InferenceCognitive DevelopmentProbabilistic ModelConcept LearningStatistical InferenceBayesian StatisticsLanguage Acquisition
Total citations of the selected papers: 3662
views: -h-index: 86#Paper: 509#Citation: 48412
Jiquan Ngiam
Jiquan Ngiam
100

Other

Google Brain

United States

Support Vector MachineDeep LearningFeature SelectionOptimization MethodPhoto AnnotationTiled Convolutional Neural NetworkClassification-based Polyphonic Piano TranscriptionCompetitive Benchmarking Result
Total citations of the selected papers: 3615
views: -h-index: 15#Paper: 34#Citation: 5158