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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

Unknown

OpenAI

United States

Computer ScienceArtificial IntelligenceArtificial Neural NetworkReinforcement LearningSupervised LearningMachine LearningTraining SetNeural Network
Total citations of the selected papers: 92071
views: -h-index: 60#Paper: 115#Citation: 202751
Geoffrey E. Hinton
Geoffrey E. Hinton

Professor

Department of Computer Science, University of Toronto

Canada

Neural NetworkBoltzmann MachineSpeech RecognitionComputer ScienceUnsupervised LearningArtificial IntelligenceNeural NetworksHidden Markov Model
Total citations of the selected papers: 70250
views: -h-index: 164#Paper: 592#Citation: 409858
Yoshua Bengio
Yoshua Bengio

Department of Computer Science and Operational Research, 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: 824#Citation: 255748
Alex Krizhevsky
Alex Krizhevsky
4

Unknown

Dessa

United States

Deep LearningNeural NetworksRegularizationBoltzmann MachineModel CombinationNeural NetworkLarge-scale Data CollectionHand-eye Coordination
Total citations of the selected papers: 53057
views: -h-index: 17#Paper: 28#Citation: 108363
Diederik P. Kingma
Diederik P. Kingma
5

Unknown

Google

United States

Machine LearningGenerative ModelStochastic OptimizationFunction SpacePermutationScalingComputer ScienceComponent Analysis
Total citations of the selected papers: 43803
views: -h-index: 23#Paper: 40#Citation: 67014
Jimmy Ba
Jimmy Ba
6

Assistant Professor

Department of Computer Science, University of Toronto/Vector Institute

Canada

Deep LearningReinforcement LearningGenerative Adversarial NetworksPlanningModel-based Reinforcement LearningTriangle InequalityMinimax OptimizationWasserstein Distance
Total citations of the selected papers: 40484
views: -h-index: 22#Paper: 73#Citation: 61673
Ian Goodfellow
Ian Goodfellow
7

Unknown

Apple

United States

Artificial IntelligenceComputer ScienceDeep LearningInformation TheoryAdversarial ExampleRepresentation LearningSemi-supervised LearningMachine Learning
Total citations of the selected papers: 30265
views: -h-index: 63#Paper: 140#Citation: 101035
Tomas Mikolov
Tomas Mikolov
8

Unknown

Czech Institute of Informatics, Robotics and Cybernetics

United States

Speech RecognitionNatural Language ProcessingLanguage ModelingLanguage ModelComputational ComplexityComputer ScienceRecurrent Neural NetworkDecoding
Total citations of the selected papers: 27091
views: -h-index: 39#Paper: 101#Citation: 63268
Aaron Courville
Aaron Courville
9

Professor

Department of Computer Science and Operations Research, University of Montreal

Canada

Computer ScienceArtificial IntelligenceDeep LearningNatural Language ProcessingMachine LearningRepresentation LearningEmotion RecognitionDeep Neural Networks
Total citations of the selected papers: 26714
views: -h-index: 66#Paper: 241#Citation: 61589
Jeffrey Dean
Jeffrey Dean
10

Unknown

Google

United States

Computer ScienceObject Oriented LanguageOptimizing CompilerInformation RetrievalData MiningHumanitiesArtificial IntelligenceObject-oriented Language
Total citations of the selected papers: 23868
views: -h-index: 85#Paper: 367#Citation: 152991

Most Influential Scholars Honorable Mention

Greg S. Corrado
Greg S. Corrado
11

Unknown

Google Research

United States

Deep LearningMachine LearningArtificial IntelligenceAccuracyUnsupervised LearningDiabetic RetinopathyForm FactorMedicine
Total citations of the selected papers: 23352
views: -h-index: 38#Paper: 121#Citation: 96637
Quoc V. Le
Quoc V. Le
12

other

Google

United States

Machine LearningComputer ScienceOptimizationObject DetectionUnsupervised LearningDetectorsArtificial IntelligenceSupport Vector Machines
Total citations of the selected papers: 23250
views: -h-index: 85#Paper: 288#Citation: 66089
Christian Szegedy
Christian Szegedy
13

Staff Research Scientist

Google

United States

Image RecognitionScalable Object DetectionObject DetectionNeural NetsIlsvrc-2012Imagenet Large-scale Visual Recognition ChallengeDeep Convolutional Neural NetworksClass-agnostic Bounding Boxes
Total citations of the selected papers: 22614
views: -h-index: 5#Paper: 6#Citation: 1953
Kai Chen
Kai Chen
14

Unknown

Google Inc.

United States

Ad Hoc NetworksSemantic UnitMobile Ad Hoc NetworkWireless NetworkWireless LanAbstract State MachineCommon CouplingSemantic Anchoring Infrastructure
Total citations of the selected papers: 21621
views: -h-index: 34#Paper: 111#Citation: 46528
Oriol Vinyals
Oriol Vinyals
15

Google DeepMind

United States

Speaker DiarizationSpeech RecognitionSpeaker RecognitionSpeechComputer ScienceAutomatic Speech RecognitionError RateHidden Markov Models
Total citations of the selected papers: 21021
views: -h-index: 74#Paper: 151#Citation: 102505
Mehdi Mirza
Mehdi Mirza
16

Research Scientist

DeepMind

United States

Emotion RecognitionDeep LearningBag Of Visual WordsMulti Class ClassificationRepresentation LearningFacial Expression RecognitionDeep BeliefModality Specific Deep Neural
Total citations of the selected papers: 18996
views: -h-index: 13#Paper: 24#Citation: 32012
Andrew Y. Ng
Andrew Y. Ng（吴恩达）
17

Computer Science Department, Stanford University/Landing AI/deeplearning.ai/AI Fund/Coursera/Woebot Labs Inc

United States

Reinforcement LearningMachine LearningSupervised LearningUnsupervised LearningComputer ScienceComputer VisionMarkov Decision ProcessDeep Learning
Total citations of the selected papers: 18631
views: -h-index: 125#Paper: 460#Citation: 166030
Kyunghyun Cho
Kyunghyun Cho
18

Associate Professor

Computer Science Department, New York University/Center for Data Science, New York University

United States

Deep LearningComputer ScienceArtificial IntelligenceNeural Machine TranslationMachine LearningBoltzmann MachineMachine TranslationNeural Networks
Total citations of the selected papers: 17820
views: -h-index: 50#Paper: 309#Citation: 42257
David Warde-Farley
David Warde-Farley
19

Research Scientist

DeepMind

United States

AlgorithmsEmotion RecognitionDeep LearningGenomicsProteinsDeep Neural NetworksDeep BeliefModality Specific Deep Neural
Total citations of the selected papers: 16475
views: -h-index: 17#Paper: 24#Citation: 33801
Kaiming He
Kaiming He（何恺明）
20

Facebook AI Research

United States

Object DetectionComputer VisionArtificial IntelligenceFeature ExtractionPattern RecognitionImage ClassificationArtificial Neural NetworkComputer Science
Total citations of the selected papers: 16460
views: -h-index: 63#Paper: 95#Citation: 136387
Jian Sun
Jian Sun（孙剑）
21

Unknown

Megvii Technology

China

Feature ExtractionImage SegmentationComputer VisionObject DetectionFace RecognitionPoint CloudImage RetrievalPixel
Total citations of the selected papers: 16459
views: -h-index: 104#Paper: 455#Citation: 142126
Ruslan Salakhutdinov
Ruslan Salakhutdinov
22

Professor

School of Computer Science, Carnegie Mellon University

United States

Deep LearningUnsupervised LearningBoltzmann MachineMarkov ChainNeural NetworksNeural NetworkDeep Boltzmann MachineCollaborative Filtering
Total citations of the selected papers: 15827
views: -h-index: 89#Paper: 298#Citation: 82161
Ross B. Girshick
Ross B. Girshick
23

Unknown

Facebook AI Research

United States

Object DetectionFeature ExtractionDeformable Part ModelImage SegmentationObject RecognitionProposalsDetectorsComputer Vision
Total citations of the selected papers: 15796
views: -h-index: 65#Paper: 117#Citation: 135484
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: 112#Paper: 343#Citation: 138118
Sergey Ioffe
Sergey Ioffe
25

Unknown

Google

United States

Computer ScienceObject RecognitionArtificial IntelligenceComputer VisionHash FunctionPattern RecognitionMathematicsImage Retrieval
Total citations of the selected papers: 14911
views: -h-index: 28#Paper: 93#Citation: 34999
Max Welling
Max Welling
26

Professor

University of Amsterdam/Qualcomm AI Research

Netherlands

Gibbs SamplingUnsupervised LearningLatent Dirichlet AllocationGraphical ModelMachine LearningMixture ModelObject RecognitionBelief Propagation
Total citations of the selected papers: 14668
views: -h-index: 75#Paper: 321#Citation: 41223
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 RecognitionInternetMaximum LikelihoodImage RecognitionImage ClassificationLearning Artificial IntelligenceFeature ExtractionBayesian Approach
Total citations of the selected papers: 14624
views: -h-index: 42#Paper: 68#Citation: 39666
Jean Pouget-Abadie
Jean Pouget-Abadie
29

其他

Google Research

United States

Causal InferenceArbitrary InterferenceGeographic ClusteringCorrelation ClusteringBalanced PartitioningStatistical PowerBipartite GraphA/b Testing
Total citations of the selected papers: 14487
views: -h-index: 6#Paper: 12#Citation: 23812
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

NIO

China

Feature ExtractionObject DetectionDetectorsTrainingVolume RenderingFACEProposalsShape
Total citations of the selected papers: 14441
views: -h-index: 12#Paper: 22#Citation: 87209
Koray Kavukcuoglu
Koray Kavukcuoglu
32

DeepMind

United States

Object RecognitionNeural NetworkFeature ExtractionMachine LearningDeep LearningNatural Language ProcessingInformation ExtractionSparse Coding
Total citations of the selected papers: 13952
views: -h-index: 58#Paper: 100#Citation: 67998
Pieter Abbeel
Pieter Abbeel
33

Department of Electrical Engineering and Computer Sciences, University of California, Berkeley/covariant.ai/berkeleyopenarms.org/OpenAI

United States

Reinforcement LearningComputer ScienceRobotsMobile RobotsMotion PlanningArtificial IntelligenceMachine LearningPath Planning
Total citations of the selected papers: 11629
views: -h-index: 103#Paper: 460#Citation: 46161
Honglak Lee
Honglak Lee
34

Associate Professor

University of Michigan / LG AI Research

United States

Unsupervised LearningDeep LearningLearning Artificial IntelligenceConvolutional Deep Belief NetworkSparse CodingHierarchical RepresentationUnlabeled DataReinforcement Learning
Total citations of the selected papers: 11533
views: -h-index: 67#Paper: 159#Citation: 30760
Dzmitry Bahdanau
Dzmitry Bahdanau
35

McGill University/ServiceNow

Canada

Computer ScienceArithmeticArtificial IntelligenceReinforcement LearningSpeech RecognitionRecurrent Neural NetworkASRDenoising Autoencoder
Total citations of the selected papers: 11120
views: -h-index: 14#Paper: 34#Citation: 24698
Wojciech Zaremba
Wojciech Zaremba
36

Research Head

OpenAI

United States

ClassificationEeg DataReal WorldDomain RandomizationVariable Brain Activation DelayObject-oriented Java Bytecode CompilationGraphics Processor UnitZero Knowledge Proof Authentication
Total citations of the selected papers: 10331
views: -h-index: 26#Paper: 45#Citation: 19787
Richard Zemel
Richard Zemel
37

Professor

Department of Computer Science, University of Toronto

Canada

Population CodingCollaborative FilteringPopulation CodeUnsupervised LearningMinimum Description LengthProbability DistributionNeural NetworkInformation Retrieval
Total citations of the selected papers: 10220
views: -h-index: 60#Paper: 222#Citation: 29805
Soumith Chintala
Soumith Chintala
38

Research Engineer

Facebook AI Research

United States

Computer VisionLearning (artificial Intelligence)Convolutional Neural NetworkPedestrian DetectionObject DetectionDeep LearningGlobal Shape InformationConvolutional Network Model
Total citations of the selected papers: 10207
views: -h-index: 17#Paper: 29#Citation: 19877
Michael I. Jordan
Michael I. Jordan
39

Professor

Department of Statistics, University of California

United States

Graphical ModelMachine LearningSupervised LearningGraphical ModelsEm AlgorithmMixture ModelReinforcement LearningAlgorithms
Total citations of the selected papers: 10120
views: -h-index: 169#Paper: 933#Citation: 213899
Alex Graves
Alex Graves
40

Unknown

Department of Computer Science, University of Toronto/DeepMind

Canada

Recurrent Neural NetworkSpeech RecognitionLong Short Term MemoryRecurrent Neural NetworksHidden Markov ModelNeural NetworkLong Short-term MemoryParameter Space
Total citations of the selected papers: 8908
views: -h-index: 49#Paper: 73#Citation: 42189
Karen Simonyan
Karen Simonyan
41

Unknown

Google DeepMind

United States

Machine LearningAsymmetric InformationInitial Public OfferingsComputer ScienceDescriptor LearningDeep LearningG34Computational Complexity
Total citations of the selected papers: 8260
views: -h-index: 42#Paper: 91#Citation: 32899
Vinod Nair
Vinod Nair
42

Researcher

Yahoo

United States

Image ClassificationObject RecognitionGenerative ModelTraining DataNeural NetworkBoltzmann MachineNearest Neighbor SearchVisual Object Recognition
Total citations of the selected papers: 8219
views: -h-index: 14#Paper: 23#Citation: 10912
David Silver
David Silver
43

Google DeepMind/Department of Computer ScienceLondon, University College London

United States

Reinforcement LearningArtificial IntelligenceComputer ScienceMobile RobotsComputer VisionGeographyValue FunctionMonte-carlo Tree Search
Total citations of the selected papers: 8121
views: -h-index: 67#Paper: 199#Citation: 54543
Marc'Aurelio Ranzato
Marc'Aurelio Ranzato
44

Unknown

Facebook AI Research

United States

Unsupervised LearningFeature ExtractionObject RecognitionDeep LearningSpeech RecognitionNeural NetsComputer ScienceArtificial Intelligence
Total citations of the selected papers: 8082
views: -h-index: 46#Paper: 108#Citation: 27093
Trevor Darrell
Trevor Darrell
45

Professor

CS Division, UC Berkeley/Electrical Engineering and Computer Sciences, UC Berkeley

United States

Computer VisionObject RecognitionImage ClassificationArtificial IntelligenceMotion EstimationFeature ExtractionComputer ScienceReal Time
Total citations of the selected papers: 8021
views: -h-index: 126#Paper: 625#Citation: 119252
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

Reinforcement LearningRecurrent Neural NetworkEvolution StrategyLong Short-term MemoryNatural GradientRecurrent Neural NetworksSequence LearningHidden State
Total citations of the selected papers: 7323
views: -h-index: 35#Paper: 65#Citation: 11597
Razvan Pascanu
Razvan Pascanu
48

DeepMind

United States

Deep LearningNeural NetworkContinual LearningRecurrent Neural NetworksBoltzmann MachineSupport Vector MachineSupervised LearningDeep Neural Network
Total citations of the selected papers: 7163
views: -h-index: 43#Paper: 94#Citation: 15082
Andrew Zisserman
Andrew Zisserman
49

Computer Vision Engineering, Department of Engineering Science, University of Oxford

United Kingdom

Computer VisionImage ClassificationObject RecognitionImage RetrievalComputer GraphicsObject DetectionImage SegmentationFeature Extraction
Total citations of the selected papers: 7146
views: -h-index: 157#Paper: 804#Citation: 188005
Francis Bach
Francis Bach
50

Professor

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

France

Convex OptimizationMachine LearningSignal ProcessingSparse CodingVariable SelectionCost FunctionSupport Vector MachineComputer Vision
Total citations of the selected papers: 7121
views: -h-index: 91#Paper: 375#Citation: 45028
Richard Socher
Richard Socher
51

you.com

United States

Computer ScienceArtificial IntelligenceArtificial Neural NetworkNatural Language ProcessingEncoderLanguage ModelQuestion AnsweringSentence
Total citations of the selected papers: 7103
views: -h-index: 56#Paper: 256#Citation: 72136
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

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: 352#Citation: 21857
Jonathon Shlens
Jonathon Shlens
54

其他

Google Brain

United States

Object DetectionNeuroscienceNeural CodeColor VisionComputer VisionInformation RateBayesian Confidence IntervalEntropy Rate
Total citations of the selected papers: 6695
views: -h-index: 31#Paper: 71#Citation: 49189
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 RecognitionHidden Markov ModelsMachine LearningHidden Markov ModelVisionFeature ExtractionBiometric Authentication
Total citations of the selected papers: 6455
views: -h-index: 82#Paper: 392#Citation: 39214
David M. Blei
David M. Blei
57

professor

Departments of Statistics and Computer Science, Columbia University

United States

Probabilistic ModelLatent Dirichlet AllocationVariational MethodVariational InferenceHierarchical Dirichlet ProcessMixture ModelTopic ModelApproximate Posterior Inference
Total citations of the selected papers: 6439
views: -h-index: 83#Paper: 276#Citation: 106827
Volodymyr Mnih
Volodymyr Mnih
58

research scientist

Google DeepMind

United States

Gated MrfReinforcement LearningUnsupervised LearningDeep Belief NetworkNeural NetworkLarge DatasetsBelief NetworksMachine Learning
Total citations of the selected papers: 6435
views: -h-index: 28#Paper: 40#Citation: 27634
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 RecognitionLayoutVisualizationScene RecognitionImage Segmentation
Total citations of the selected papers: 6326
views: -h-index: 99#Paper: 298#Citation: 56497
Antoine Bordes
Antoine Bordes
62

Facebook

United States

Support Vector MachineTraining ExampleMulti-relational DataSgd-qn AlgorithmNatural Language ProcessingStochastic Gradient DescentConditional Random FieldSupport Vector
Total citations of the selected papers: 6013
views: -h-index: 36#Paper: 79#Citation: 17738
Vladlen Koltun
Vladlen Koltun
63

Unknown

Intel

United States

Voronoi DiagramOptimizationCombinatorial ComplexityComputational GeometryUpper BoundComputer ScienceImage ReconstructionAlgebraic Surfaces
Total citations of the selected papers: 5955
views: -h-index: 61#Paper: 192#Citation: 19029
Timothy P. Lillicrap
Timothy P. Lillicrap
64

Adjunct Professor

Google DeepMind

United States

Deep LearningNeural NetworkDeep Reinforcement LearningMachine LearningRelevance RealizationCognitive ScienceDeep Neural NetworkGenerative Model
Total citations of the selected papers: 5949
views: -h-index: 34#Paper: 100#Citation: 26965
Kilian Q. Weinberger
Kilian Q. Weinberger
65

Associate Professor

Cornell University/ASAPP Research

United States

Machine LearningConvex OptimizationHigh Dimensional DataNonlinear Dimensionality ReductionDimensionality ReductionManifold LearningFeature SpaceRanking
Total citations of the selected papers: 5686
views: -h-index: 63#Paper: 172#Citation: 41314
Shakir Mohamed
Shakir Mohamed
66

Research Scientist

Google DeepMind

United States

Genetic AlgorithmNeural NetworkIncremental LearningFuzzy ArtmapMachine LearningComputational BiologyMeasurement SystemBayesian Inference
Total citations of the selected papers: 5610
views: -h-index: 26#Paper: 61#Citation: 8720
Joan Bruna
Joan Bruna
67

Assistant Professor

New York University

United States

Image ClassificationConvolutionGraph Neural NetworksPrincipal Component AnalysisWavelet TransformsDeformationsImage TexturePattern Recognition
Total citations of the selected papers: 5589
views: -h-index: 24#Paper: 97#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 BoundBoostingSparsity
Total citations of the selected papers: 5587
views: -h-index: 83#Paper: 387#Citation: 35860
John Schulman
John Schulman
69

Research scientist

OpenAI

United States

Sequential Convex OptimizationConvex ProgrammingMotion PlanningDeep Reinforcement LearningConvex Collision CheckingCurvature-constrained Trajectory OptimizationMedical Needle SteeringPath Planning
Total citations of the selected papers: 5564
views: -h-index: 27#Paper: 49#Citation: 13549
Song Han
Song Han（韩松）
70

Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology

United States

Deep LearningModel CompressionPipelinesComputational ModelingComputer ArchitectureAutoMLField Programmable Gate ArraysHardware
Total citations of the selected papers: 5499
views: -h-index: 28#Paper: 121#Citation: 15372
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 ProcessingRoutingSwitchesCmos Integrated CircuitsThroughput
Total citations of the selected papers: 5290
views: -h-index: 95#Paper: 544#Citation: 59514
Eric P. Xing
Eric P. Xing（邢波）
73

Professor

Language Technologies Institute, Carnegie Mellon University

United States

AlgorithmsGene ExpressionOptimizationMachine LearningGraphical ModelData MiningGeneticsTopic Models
Total citations of the selected papers: 5288
views: -h-index: 90#Paper: 661#Citation: 38406
Dumitru Erhan
Dumitru Erhan
74

Unknown

Google

United States

Machine LearningDeep ArchitectureDeep LearningComputer VisionArtificial IntelligenceComputer ScienceUnsupervised Pre-trainingRepresentation Learning
Total citations of the selected papers: 5059
views: -h-index: 36#Paper: 71#Citation: 52792
Jeff Donahue
Jeff Donahue
75

Unknown

DeepMind

United States

Object DetectionImage ClassificationVisual RecognitionDomain AdaptationSemantic SegmentationComputer VisionObject RecognitionSupport Vector Machines
Total citations of the selected papers: 5010
views: -h-index: 26#Paper: 45#Citation: 47087
Hugo Larochelle
Hugo Larochelle
76

Research Scientist

Google Brain

United States

Boltzmann MachineUnsupervised LearningMachine LearningNeural NetworksNeural NetworkClassification ProblemDeep LearningDeep Network
Total citations of the selected papers: 4871
views: -h-index: 45#Paper: 117#Citation: 33155
David Eigen
David Eigen
77

Clarifai Inc.

United States

Adaptive Neighbor SetNonparametric ImageSingle ImageEmbedding SpaceState-of-the-art PerformanceConvolutional NetworkDeep Convolutional Neural NetworksDeformable Parts Model
Total citations of the selected papers: 4736
views: -h-index: 11#Paper: 20#Citation: 7462
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 LearningKernel MethodFeature SelectionComputational BiologyNatural Language ProcessingSemi Supervised LearningProtein Sequence
Total citations of the selected papers: 4638
views: -h-index: 86#Paper: 269#Citation: 62936
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: 118#Paper: 362#Citation: 99425
Roger Grosse
Roger Grosse
81

Assistant Professor

University of Toronto

Canada

Convolutional Deep Belief NetworkUnsupervised LearningHierarchical RepresentationFull-sized ImageUseful High-level Visual FeatureHierarchical Generative ModelDifficult ProblemVisual Recognition Task
Total citations of the selected papers: 4387
views: -h-index: 28#Paper: 66#Citation: 6601
Rajat Monga
Rajat Monga
82

Unknown

TensorFlow, Google

United States

Unsupervised LearningSpeech ProcessingRectified Linear UnitsFace RecognitionMachine LearningLarge-scale Machine LearningLarge ScaleGold Standard
Total citations of the selected papers: 4358
views: -h-index: 17#Paper: 34#Citation: 51611
Matthieu Devin
Matthieu Devin
82

Unknown

Google

United States

Face RecognitionUnsupervised LearningProgramming EnvironmentEfficient Lisp SystemLarge ScaleAcoustic ModelingApplication ServerCase Tool
Total citations of the selected papers: 4358
views: -h-index: 15#Paper: 33#Citation: 40427
Benjamin Recht
Benjamin Recht
84

Associate Professor

UC Berkeley

United States

Convex OptimizationCompressed SensingLinear ProgrammingMachine LearningOptimizationSignal ProcessingConvex ProgrammingRandom Matrices
Total citations of the selected papers: 4328
views: -h-index: 61#Paper: 183#Citation: 28677
Christopher David Manning
Christopher David Manning
85

Professor

Department of Computer Science, Stanford University/Department of Linguistics, Stanford University

United States

Knowledge ManagementComputer ScienceNatural Language ProcessingNatural LanguageInformation RetrievalMachine TranslationUnsupervised LearningMachine Learning
Total citations of the selected papers: 4319
views: -h-index: 126#Paper: 570#Citation: 139252
Zoubin Ghahramani
Zoubin Ghahramani
86

Professor

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

United Kingdom

Gaussian ProcessMachine LearningProbabilistic ModelBayesian InferenceEm AlgorithmMarkov Chain Monte CarloGraphical ModelBayesian Method
Total citations of the selected papers: 4281
views: -h-index: 106#Paper: 517#Citation: 62279
Judy Hoffman
Judy Hoffman
87

Assistant Professor

School of Interactive Computing, Georgia Tech

United States

Domain AdaptationObject DetectionImage ClassificationTraining DataDomain Adaptation MethodMultisource Domain AdaptationObject SegmentationWeb-scale Video
Total citations of the selected papers: 4269
views: -h-index: 30#Paper: 54#Citation: 10618
Jason Yosinski
Jason Yosinski
88

Researcher

Uber AI Labs

United States

AlgorithmsSensorsChemicalsDeep LearningHyperneat Generative EncodingCreating GaitConvolutional Neural NetworksTracking System
Total citations of the selected papers: 4246
views: -h-index: 21#Paper: 51#Citation: 7785
Bernhard Schölkopf
Bernhard Schölkopf
89

Unknown

Max Planck Institute for Intelligent Systems

Germany

Support Vector MachineMachine LearningSupport VectorSupport Vector MachinesKernel MethodBrain Computer InterfacesFeature SpaceSupport Vector Regression
Total citations of the selected papers: 4240
views: -h-index: 134#Paper: 774#Citation: 123450
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 NetworkOnline LearningImage CompressionPattern RecognitionVideo Coding
Total citations of the selected papers: 4151
views: -h-index: 65#Paper: 162#Citation: 67946
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 AnalysisPattern ClusteringData MiningAlgorithms
Total citations of the selected papers: 4139
views: -h-index: 70#Paper: 274#Citation: 36833
Pierre Sermanet
Pierre Sermanet
93

其他

Google Brain

United States

Computer VisionFeature ExtractionMobile RobotMobile RobotsSpeech RecognitionPath PlanningSupervised LearningRobotics
Total citations of the selected papers: 4053
views: -h-index: 18#Paper: 38#Citation: 29594
Nathan Srebro
Nathan Srebro
94

Professor

Toyota Technological Institute at Chicago

United States

Stochastic Gradient DescentMatrix FactorizationGradient DescentGeneralization ErrorGraphical ModelConvex OptimizationMaximum LikelihoodStochastic Optimization
Total citations of the selected papers: 3997
views: -h-index: 60#Paper: 211#Citation: 18917
Eric Tzeng
Eric Tzeng
95

University of California at Berkeley

United States

Untagged Desert ImageryTrajectory TransferVisual SearchDigital Elevation ModelsUser-driven GeolocationDatabase SkylineExtracts Stable Concavity-based FeatureCamera Focal Length
Total citations of the selected papers: 3959
views: -h-index: 12#Paper: 28#Citation: 8266
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: 53#Citation: 6335
Jeff Clune
Jeff Clune
97

Research Team Leader

OpenAI

United States

Artificial IntelligenceGenerative EncodingGenerative EncodingsEvolutionary ComputationModularityDirect Encoding ControlArtificial Neural NetworksDeep Neural Networks
Total citations of the selected papers: 3696
views: -h-index: 31#Paper: 96#Citation: 9569
Julien Mairal
Julien Mairal
98

其他

Inria Grenoble, Thoth team

France

Image RestorationSparse CodingDictionariesConvex OptimizationSignal ProcessingMachine LearningSparsityImage Processing
Total citations of the selected papers: 3680
views: -h-index: 41#Paper: 115#Citation: 20343
Joshua Brett Tenenbaum
Joshua Brett Tenenbaum
99

Professor

Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology

United States

Bayesian InferenceBayesian ModelCognitive DevelopmentConcept LearningProbabilistic ModelSocial CognitionBayesian ModelingTheory Of Mind
Total citations of the selected papers: 3662
views: -h-index: 88#Paper: 542#Citation: 48968
Jiquan Ngiam
Jiquan Ngiam
100

Other

Google Brain

United States

Photo AnnotationFeature SelectionSupport Vector MachinePipeline ParallelismRegional FeatureLinear SpeedupImage ClassificationObject Detection
Total citations of the selected papers: 3615
views: -h-index: 15#Paper: 38#Citation: 5258