AI 2000机器学习领域学者排名每年选出前10名学者为“最具影响力学者”，前11-100名学者为“最具影响力学者提名”。该名录旨在表彰推动机器学习领域进步和创新的杰出学者。
我们会持续优化排名的产品和数据。如果您对产品和数据有合作意向，或者有任何问题和建议，请联系我们：aiopen@aminer.cn。
查查你的排名:
1
30
得分：209k
3
2
Descriptor Learning
Deep Learning
Machine Learning
Dimensionality Reduction
Pixel Classification
得分：151k
4
2
Computer Vision
Object Recognition
Image Classification
Image Retrieval
Feature Extraction
得分：136k
5
1
Machine Translation
Computer Science
Statistical Machine Translation
Translation Quality
Artificial Neural Network
得分：136k
6
4
得分：113k
7
4
Crossword Puzzle
Computer Science
Language Modeling
Constraint Satisfaction
Deep Learning
得分：110k
8
4
Computer Science
Deep Learning
Translation Quality
Artificial Intelligence
Information Systems
得分：106k
9
4
Computer Science
Artificial Intelligence
Deep Learning
Social Networks
Neural Machine Translation
得分：106k
10
4
Computer Science
Deep Learning
Artificial Intelligence
Matrix Multiplication
Genetic Variants
得分：104k
11
4
Computer Vision
Artificial Intelligence
Program Synthesis
Neural Program Search
Output Example
得分：103k
12
4
Dimensionality Reduction
Proteins
Artificial Intelligence
Transfer (computing)
Computer Science
得分：103k
13
5
Neural Network
Deep Learning
Machine Learning
Neural Networks
Speech Recognition
得分：100k
14
7
Machine Learning
Natural Language Processing
Computer Science
Object Detection
Deep Learning
得分：99k
15
9
Machine Learning
Arrival Time
Neural Networks
Straight-line Program
Image Recognition
得分：87k
16
12
Gibbs Sampling
Computer Science
Graphical Model
Machine Learning
Mixture Model
得分：82k
17
13
得分：81k
18
2
得分：76k
20
1
Object Detection
Object Recognition
Feature Extraction
Computer Vision
Deformable Part Model
得分：73k
21
2
Reinforcement Learning
Computer Science
Machine Learning
Artificial Intelligence
Robots
得分：72k
22
3
得分：69k
24
1
Reinforcement Learning
Deep Reinforcement Learning
Robotics
Artificial Intelligence
Computer Science
得分：67k
25
10
Artificial Intelligence
Computer Science
Deep Learning
Adversarial Example
Computer Vision
得分：67k
26
11
Artificial Intelligence
Artificial Neural Network
Computer Science
Language Models
Reinforcement Learning
得分：61k
27
2
Reinforcement Learning
Deep Learning
Boltzmann Machine
Markov Chain
Computer Science
得分：56k
28
2
Neuroscience
Reinforcement Learning
Deep Learning
Computer Science
Deep Reinforcement Learning
得分：55k
29
19
Deep Learning
Artificial Intelligence
Computer Science
Neural Machine Translation
Machine Learning
得分：55k
30
3
Computer Vision
Computer Science
Artificial Intelligence
Object Recognition
Digital Image Data
得分：53k
31
5
Object Recognition
Feature Extraction
Computer Science
Unsupervised Learning
Machine Learning
得分：47k
32
12
Deep Learning
Generative Model
Machine Learning
Probabilistic Model
Efficient Training
得分：44k
33
12
得分：40k
34
-
Computer Science
Artificial Intelligence
Deep Learning
Machine Learning
Classical Conditioning
得分：39k
35
得分：39k
36
3
Collaborative Filtering
Unsupervised Learning
Population Coding
Population Code
Computer Science
得分：38k
37
5
Reinforcement Learning
Artificial Intelligence
Mobile Robots
Machine Learning
Value Function
得分：38k
38
Computer Science
Artificial Intelligence
Arithmetic
Speech Recognition
Autoencoder
得分：36k
39
11
Neural Network
Machine Learning
Feature Extraction
Pattern Recognition
Computer Science
得分：35k
40
20
Object Recognition
Artificial Intelligence
Feature Extraction
Image Recognition
Computer Vision
得分：35k
41
16
Machine Learning
Monte Carlo
Generative Adversarial Networks
Universal Consistency
Genetic Programming
得分：35k
42
6
Computer Vision
Deep Learning
Computer Science
Learning (artificial Intelligence)
Convolutional Neural Network
得分：34k
43
Compose Modules
Language Understanding
Recursive Routing Networks
Few-shot Learners
Language Models
得分：34k
44
2
Reinforcement Learning
Recurrent Neural Network
Evolution Strategy
Long Short-term Memory
Natural Gradient
得分：34k
45
7
Graphical Model
Machine Learning
Supervised Learning
Mixture Model
Graphical Models
得分：33k
46
33
Transfer Learning
Computer Vision
Representation Learning
Active Learning
Contrastive Learning
得分：33k
47
12
得分：32k
48
得分：32k
49
10
Learning Physical Laws
Recurrent Neural Networks
Deep Reinforcement Learning
Intrinsic Motivation
Exploration
得分：30k
50
Human Intervention
Towards Safe Reinforcement Learning
Language Models
Few-shot Learners
Trustworthy Ai Development
得分：30k
51
48
Cross-media Retrieval
Representation Learning
Query Processing
Computer Vision
Deep Learning Architectures And Techniques
得分：30k
52
53
Representation Learning
Deep Learning
Object Detection
Computer Vision
Transfer/low-shot/long-tail Learning
得分：29k
53
55
Representation Learning
Mobile Robots
Deep Learning Architectures And Techniques
Transfer/low-shot/long-tail Learning
Machine Learning
得分：29k
54
12
得分：29k
55
34
Deep Learning
Transformers
Vision Transformer
Transformer
Significant Words Language Models
得分：29k
56
41
Relation Extraction
Natural Language Processing
Autoregressive Model
CLIP
Language Resources
得分：28k
59
45
得分：27k
60
18
Recurrent Neural Network
Speech Recognition
Long Short Term Memory
Recurrent Neural Networks
Computer Science
得分：26k
62
22
Reinforcement Learning
Computer Science
Mathematical Optimization
Artificial Intelligence
Continuous Control
得分：26k
63
22
Sequential Convex Optimization
Gaussian Belief Space Planning
Deep Reinforcement Learning
Path Planning
Reinforcement Learning
得分：25k
64
34
得分：25k
65
14
得分：24k
68
21
Model Compression
Neural Architecture Search
Deep Learning
Neural Networks
AutoML
得分：24k
69
17
Computer Science
Deep Learning
Artificial Intelligence
Unsupervised Learning
Deep Reinforcement Learning
得分：24k
71
17
Computer Vision
Object Recognition
Image Classification
Motion Estimation
Artificial Intelligence
得分：23k
72
Language Models
Responsible Ai Development
Ai System
Few-shot Learners
Trustworthy Ai Development
得分：22k
73
Convolutional Neural Networks
Fast Algorithms
Generating Long Sequences
Sparse Transformers
Scaling Laws
得分：22k
74
18
Deep Reinforcement Learning
Machine Learning
Artificial Intelligence
Computer Science
Domain Wall
得分：21k
76
4
得分：21k
77
100
Model-based Active Exploration
Upside-down Reinforcement Learning
Artificial Intelligence
Attentive Recurrent Comparators
Language Models
得分：20k
78
53
Current Literature
Warehouse-scale Computing
Semi-supervised Learning
Sampling Distribution
Learning Algorithms
得分：20k
79
26
Gated Mrf
Reinforcement Learning
Unsupervised Learning
Deep Belief Network
Neural Network
得分：20k
81
98
End-to-end Speech Recognition
Speech Recognition
Language Model
Speech Recognition Pipeline
Seq2seq Models
得分：20k
82
39
Machine Learning
Deep Learning
Generative Model
Reinforcement Learning
Satellite Imagery
得分：20k
83
92
Reinforcement Learning
New Benchmark
Quantifying Generalization
Large Scale Deep Reinforcement
Gotta Learn Fast
得分：20k
84
10
得分：19k
85
30
Machine Learning
Artificial Intelligence
Generative Models
Normalizing Flows
Computer Science
得分：19k
87
3
Information Retrieval
Learning To Rank
Loss Function
Machine Learning
Search Engine
得分：19k
88
7
Graph Representation Learning
Knowledge Graphs
Representation Learning
First-order Logic
Time Complexity
得分：19k
89
Machine Learning
Deep Architecture
Deep Learning
Unsupervised Pre-training
Video Prediction
得分：19k
90
3
Graph Neural Networks
Automated Machine Learning
Dynamic Time Warping
Mutual Information
Node Classification
得分：19k
91
97
Artificial Intelligence
Computer Science
Deep Learning
Opportunistic Reasoning
Commonsense Knowledge
得分：19k
92
30
Machine Learning
Support Vector Machine
Pattern Recognition
Online Learning
Data Compression
得分：19k
94
95
Few-shot Learners
Language Models
Large Web Corpus
Autoregressive Language Model
Few-shot Demonstration
得分：18k
95
95
Language Models
Artificial Intelligence
Ai Safety
Few-shot Learners
Regulatory Markets
得分：18k
97
得分：18k
99
95
得分：18k
100
95
Language Models
Release Strategies
Social Impacts
Computing Minimal Interpolants
Few-shot Learners
得分：18k
1
30
得分：209k
3
2
Descriptor Learning
Deep Learning
Machine Learning
Dimensionality Reduction
Pixel Classification
得分：151k
4
2
Computer Vision
Object Recognition
Image Classification
Image Retrieval
Feature Extraction
得分：136k
5
1
Machine Translation
Computer Science
Statistical Machine Translation
Translation Quality
Artificial Neural Network
得分：136k
6
4
得分：113k
7
4
Crossword Puzzle
Computer Science
Language Modeling
Constraint Satisfaction
Deep Learning
得分：110k
8
4
Computer Science
Deep Learning
Translation Quality
Artificial Intelligence
Information Systems
得分：106k
9
4
Computer Science
Artificial Intelligence
Deep Learning
Social Networks
Neural Machine Translation
得分：106k
10
4
Computer Science
Deep Learning
Artificial Intelligence
Matrix Multiplication
Genetic Variants
得分：104k
11
4
Computer Vision
Artificial Intelligence
Program Synthesis
Neural Program Search
Output Example
得分：103k
12
4
Dimensionality Reduction
Proteins
Artificial Intelligence
Transfer (computing)
Computer Science
得分：103k
13
5
Neural Network
Deep Learning
Machine Learning
Neural Networks
Speech Recognition
得分：100k
14
7
Machine Learning
Natural Language Processing
Computer Science
Object Detection
Deep Learning
得分：99k
15
9
Machine Learning
Arrival Time
Neural Networks
Straight-line Program
Image Recognition
得分：87k
16
12
Gibbs Sampling
Computer Science
Graphical Model
Machine Learning
Mixture Model
得分：82k
17
13
得分：81k
18
2
得分：76k
20
1
Object Detection
Object Recognition
Feature Extraction
Computer Vision
Deformable Part Model
得分：73k
21
2
Reinforcement Learning
Computer Science
Machine Learning
Artificial Intelligence
Robots
得分：72k
22
3
得分：69k
24
1
Reinforcement Learning
Deep Reinforcement Learning
Robotics
Artificial Intelligence
Computer Science
得分：67k
25
10
Artificial Intelligence
Computer Science
Deep Learning
Adversarial Example
Computer Vision
得分：67k
26
11
Artificial Intelligence
Artificial Neural Network
Computer Science
Language Models
Reinforcement Learning
得分：61k
27
2
Reinforcement Learning
Deep Learning
Boltzmann Machine
Markov Chain
Computer Science
得分：56k
28
2
Neuroscience
Reinforcement Learning
Deep Learning
Computer Science
Deep Reinforcement Learning
得分：55k
29
19
Deep Learning
Artificial Intelligence
Computer Science
Neural Machine Translation
Machine Learning
得分：55k
30
3
Computer Vision
Computer Science
Artificial Intelligence
Object Recognition
Digital Image Data
得分：53k
31
5
Object Recognition
Feature Extraction
Computer Science
Unsupervised Learning
Machine Learning
得分：47k
32
12
Deep Learning
Generative Model
Machine Learning
Probabilistic Model
Efficient Training
得分：44k
33
12
得分：40k
34
-
Computer Science
Artificial Intelligence
Deep Learning
Machine Learning
Classical Conditioning
得分：39k
35
得分：39k
36
3
Collaborative Filtering
Unsupervised Learning
Population Coding
Population Code
Computer Science
得分：38k
37
5
Reinforcement Learning
Artificial Intelligence
Mobile Robots
Machine Learning
Value Function
得分：38k
38
Computer Science
Artificial Intelligence
Arithmetic
Speech Recognition
Autoencoder
得分：36k
39
11
Neural Network
Machine Learning
Feature Extraction
Pattern Recognition
Computer Science
得分：35k
40
20
Object Recognition
Artificial Intelligence
Feature Extraction
Image Recognition
Computer Vision
得分：35k
41
16
Machine Learning
Monte Carlo
Generative Adversarial Networks
Universal Consistency
Genetic Programming
得分：35k
42
6
Computer Vision
Deep Learning
Computer Science
Learning (artificial Intelligence)
Convolutional Neural Network
得分：34k
43
Compose Modules
Language Understanding
Recursive Routing Networks
Few-shot Learners
Language Models
得分：34k
44
2
Reinforcement Learning
Recurrent Neural Network
Evolution Strategy
Long Short-term Memory
Natural Gradient
得分：34k
45
7
Graphical Model
Machine Learning
Supervised Learning
Mixture Model
Graphical Models
得分：33k
46
33
Transfer Learning
Computer Vision
Representation Learning
Active Learning
Contrastive Learning
得分：33k
47
12
得分：32k
48
得分：32k
49
10
Learning Physical Laws
Recurrent Neural Networks
Deep Reinforcement Learning
Intrinsic Motivation
Exploration
得分：30k
50
Human Intervention
Towards Safe Reinforcement Learning
Language Models
Few-shot Learners
Trustworthy Ai Development
得分：30k
51
48
Cross-media Retrieval
Representation Learning
Query Processing
Computer Vision
Deep Learning Architectures And Techniques
得分：30k
52
53
Representation Learning
Deep Learning
Object Detection
Computer Vision
Transfer/low-shot/long-tail Learning
得分：29k
53
55
Representation Learning
Mobile Robots
Deep Learning Architectures And Techniques
Transfer/low-shot/long-tail Learning
Machine Learning
得分：29k
54
12
得分：29k
55
34
Deep Learning
Transformers
Vision Transformer
Transformer
Significant Words Language Models
得分：29k
56
41
Relation Extraction
Natural Language Processing
Autoregressive Model
CLIP
Language Resources
得分：28k
59
45
得分：27k
60
18
Recurrent Neural Network
Speech Recognition
Long Short Term Memory
Recurrent Neural Networks
Computer Science
得分：26k
62
22
Reinforcement Learning
Computer Science
Mathematical Optimization
Artificial Intelligence
Continuous Control
得分：26k
63
22
Sequential Convex Optimization
Gaussian Belief Space Planning
Deep Reinforcement Learning
Path Planning
Reinforcement Learning
得分：25k
64
34
得分：25k
65
14
得分：24k
68
21
Model Compression
Neural Architecture Search
Deep Learning
Neural Networks
AutoML
得分：24k
69
17
Computer Science
Deep Learning
Artificial Intelligence
Unsupervised Learning
Deep Reinforcement Learning
得分：24k
71
17
Computer Vision
Object Recognition
Image Classification
Motion Estimation
Artificial Intelligence
得分：23k
72
Language Models
Responsible Ai Development
Ai System
Few-shot Learners
Trustworthy Ai Development
得分：22k
73
Convolutional Neural Networks
Fast Algorithms
Generating Long Sequences
Sparse Transformers
Scaling Laws
得分：22k
74
18
Deep Reinforcement Learning
Machine Learning
Artificial Intelligence
Computer Science
Domain Wall
得分：21k
76
4
得分：21k
77
100
Model-based Active Exploration
Upside-down Reinforcement Learning
Artificial Intelligence
Attentive Recurrent Comparators
Language Models
得分：20k
78
53
Current Literature
Warehouse-scale Computing
Semi-supervised Learning
Sampling Distribution
Learning Algorithms
得分：20k
79
26
Gated Mrf
Reinforcement Learning
Unsupervised Learning
Deep Belief Network
Neural Network
得分：20k
81
98
End-to-end Speech Recognition
Speech Recognition
Language Model
Speech Recognition Pipeline
Seq2seq Models
得分：20k
82
39
Machine Learning
Deep Learning
Generative Model
Reinforcement Learning
Satellite Imagery
得分：20k
83
92
Reinforcement Learning
New Benchmark
Quantifying Generalization
Large Scale Deep Reinforcement
Gotta Learn Fast
得分：20k
84
10
得分：19k
85
30
Machine Learning
Artificial Intelligence
Generative Models
Normalizing Flows
Computer Science
得分：19k
87
3
Information Retrieval
Learning To Rank
Loss Function
Machine Learning
Search Engine
得分：19k
88
7
Graph Representation Learning
Knowledge Graphs
Representation Learning
First-order Logic
Time Complexity
得分：19k
89
Machine Learning
Deep Architecture
Deep Learning
Unsupervised Pre-training
Video Prediction
得分：19k
90
3
Graph Neural Networks
Automated Machine Learning
Dynamic Time Warping
Mutual Information
Node Classification
得分：19k
91
97
Artificial Intelligence
Computer Science
Deep Learning
Opportunistic Reasoning
Commonsense Knowledge
得分：19k
92
30
Machine Learning
Support Vector Machine
Pattern Recognition
Online Learning
Data Compression
得分：19k
94
95
Few-shot Learners
Language Models
Large Web Corpus
Autoregressive Language Model
Few-shot Demonstration
得分：18k
95
95
Language Models
Artificial Intelligence
Ai Safety
Few-shot Learners
Regulatory Markets
得分：18k
97
得分：18k
99
95
得分：18k
100
95
Language Models
Release Strategies
Social Impacts
Computing Minimal Interpolants
Few-shot Learners
得分：18k