The AI 2000 Annual List in the field of AAAI/IJCAI selects the top 10 scholars as "most influential scholars" and the next 90 scholars as "honorable mentions" each year. The purpose of this ranking is to recognize outstanding scholars who have contributed to the advancement and innovation of AAAI/IJCAI.
We will continue to improve the designs and implementations of Rankings. If you have any questions, corrections, or suggestions, please contact aiopen@aminer.cn.
Check your Position:
1
-
Machine Learning
Arrival Time
Neural Networks
Straight-line Program
Image Recognition
score：16k
2
1
Computer Vision
Computer Science
Artificial Intelligence
Object Recognition
Digital Image Data
score：15k
3
1
Speech Recognition
Acoustic Modeling
Automatic Speech Recognition
Hidden Markov Models
Deep Neural Networks
score：15k
4
1
Reinforcement Learning
Value Function
Function Approximation
Artificial Intelligence
Learning Artificial Intelligence
score：10k
5
1
Reinforcement Learning
Artificial Intelligence
Mobile Robots
Machine Learning
Value Function
score：10k
6
2
Natural Language Processing
Artificial Intelligence
Computer Science
Chinese Word Segmentation
Machine Translation
score：10k
7
-
Natural Language Processing
Computer Science
Artificial Intelligence
Task Analysis
Semantics
score：9k
8
-
Reinforcement Learning
Planning
Simultaneous Localization And Mapping
Tree Search
Monte-carlo Tree Search
score：8k
9
2
score：6k
10
2
Reinforcement Learning
Information Retrieval
Real-time Bidding
Recommender System
Recommender Systems
score：6k
11
1
Reinforcement Learning
Machine Learning
Path Planning
Markov Processes
Deep Learning
score：6k
12
3
Dimensionality Reduction
Feature Extraction
Principal Component Analysis
Optimization
Feature Selection
score：5k
13
-
Semantic Web
Web Pages
Web Page
Information Retrieval
Machine Learning
score：5k
14
4
Neural Network
Deep Learning
Machine Learning
Neural Networks
Speech Recognition
score：5k
15
-
Computer Science
Artificial Intelligence
Deep Learning
Machine Learning
Classical Conditioning
score：5k
16
7
Graph Neural Networks
Deep Learning
Graph Classification
Data Mining
Graph Convolutional Network
score：5k
17
3
Computer Science
Artificial Intelligence
Natural Language Processing
Sentence
Encoding (memory)
score：4k
18
8
Data Mining
Association Rule
Expert System
Artificial Intelligence
Knowledge Discovery
score：4k
19
3
Knowledge Base
Natural Language Processing
Chinese Information Processing
Computer Application
Community Question Answering
score：4k
20
3
Knowledge Base
Knowledge Graph
Question Answering
Deep Learning
Input Saturation
score：4k
21
17
Deep Learning
Federated Learning
Feature Selection
Artificial Intelligence
Data Models
score：4k
22
5
Training
Domain Adaptation
Adaptation Models
Computational Modeling
Neural Networks
score：4k
23
1
Information Retrieval
Collaborative Filtering
Real-time Bidding
Recommender System
Recommender Systems
score：4k
24
Reinforcement Learning
Federated Learning
Clustering
Healthcare
Artificial Intelligence
score：4k
25
1
Question Answering
Image Retrieval
Feature Extraction
Image Annotation
Visualization
score：4k
26
15
Face Recognition
Object Detection
Computer Vision
Feature Extraction
Image Segmentation
score：4k
27
1
Natural Language Processing
Question Answering
Information Retrieval
Experimental Result
Sentiment Analysis
score：3k
29
2
GIS
Geographic Information System
Remote Sensing
Speech Recognition
Speaker Diarization
score：3k
30
5
Sentiment Analysis
Natural Language Processing
Deep Learning
Opinion Mining
Sentic Computing
score：3k
32
2
Reinforcement Learning
Markov Decision Process
Value Function
Artificial Intelligence
Function Approximation
score：3k
33
9
Image Retrieval
Visualization
Task Analysis
Feature Extraction
Person Re-identification
score：3k
34
14
Action Recognition
Training
Visualization
Face Recognition
Temporal Segment Networks
score：3k
35
14
Electronic Equipment
Computer Science
Computer Vision
Artificial Intelligence
Convolutional Neural Network
score：3k
36
4
Clustering
Internet
Empirical Result
Online Multiclass Prediction
Open-domain Comparable Entity Graph
score：3k
38
1
Text Classification
Data Cube
Condensed Cube
Locality-sensitive Hashing
Data Mining
score：3k
39
32
Visualization
Image Retrieval
Feature Extraction
Mobile Visual Search
Image Classification
score：3k
40
4
Evolution Strategy
Reinforcement Learning
Natural Evolution Strategy
Natural Gradient
Natural Evolution Strategies
score：3k
41
28
Deep Learning
Blind Source Separation
Stochastic Gradient Descent
Algorithm Design And Analysis
Computer Science
score：3k
42
3
Feature Extraction
Optimization
Robustness
Principal Component Analysis
Image Segmentation
score：3k
43
4
Recommendation
Recommender System
Recommender Systems
Graph Neural Networks
Collaborative Filtering
score：3k
44
4
Reinforcement Learning
Representation Learning
Deep Reinforcement Learning
Exploration
Inverse Reinforcement Learning
score：3k
45
14
Feature Extraction
Feature Selection
Data Mining
Object Detection
Computer Vision
score：3k
46
13
Personalized Learning
Intelligent Tutoring System
Natural Language Processing
Personalized Feedback
Intelligent Tutoring Systems
score：3k
47
20
Person Re-identification
Task Analysis
Attention
Cameras
Semantic Segmentation
score：3k
48
13
Participatory Management
Computer Science
Natural Resource Management
Negotiation
Biodiversity Conservation
score：3k
49
2
Urban Computing
Data Mining
Trajectory
Global Positioning System
Gps Data
score：3k
50
3
Text Mining
Data Mining
Computer Science
Sentiment Analysis
Natural Language Processing
score：3k
51
32
Machine Learning
Data Mining
Image Classification
Feature Extraction
Computer Vision
score：3k
52
8
Natural Language Processing
Chinese Word Segmentation
Text Classification
Question Answering
Pos Tagging
Shared Task
High Dimensional Data
Computer Science
score：3k
53
10
Feature Extraction
Training
Deep Learning
Image Classification
Object Detection
score：3k
54
-
Dependency Parsing
Task Analysis
Neural Networks
Neural Network
Predictive Models
score：3k
55
Data Mining
Recommender Systems
Recommender System
Experimental Result
Clustering Algorithms
score：3k
56
1
Natural Language Processing
Dependency Parsing
Chinese Information Processing
Computer Application
Social Media
score：3k
57
36
Machine Learning
Data Mining
Ensemble Learning
Neural Network
Face Recognition
score：3k
58
12
Reinforcement Learning
Machine Learning
Distributional Reinforcement Learning
Step Size
Off-policy Learning
score：3k
59
14
score：3k
60
Graph-structured Time Series Modeling
Spatio-temporal U-network
Spatio-temporal Graph Convolutional Neural
Deep Learning Framework
Traffic Forecasting
score：3k
61
41
Deep Ritz Method
Stochastic Gradient Descent
Anisotropic Noise
Neointima Formation
Matrix Metalloproteinases
score：3k
62
2
Information Retrieval
Internet
Social Network
Data Mining
Computer Science
score：3k
63
2
Machine Learning
Natural Language Processing
Computer Science
Object Detection
Deep Learning
score：3k
64
1
Reinforcement Learning
Machine Learning
Autonomous Agent
Mobile Robot
Mobile Robots
score：3k
65
48
Optimization
Fuzzy Set Theory
Interval Type-2 Fuzzy Sets
Task Analysis
Owa Operator
score：2k
66
-
Speech Recognition
Machine Translation
Language Translation
Automatic Speech Recognition
Decoding
score：2k
69
17
Feature Extraction
Semantics
Visualization
Image Retrieval
Image Annotation
score：2k
70
5
Computational Geometry
Convex Hull
Convex Polygon
Nearest Neighbor Problem
Communication Complexity
score：2k
71
14
Data Mining
Social Network
Collaborative Filtering
Recommender System
Recommender Systems
score：2k
72
26
Computer Science
Opinion Word
Opinion Target Extraction
Opinion Relation
Opinion Target
score：2k
74
2
Feature Extraction
Training
Visualization
Optimization
Face Recognition
score：2k
75
21
score：2k
76
12
Network Embedding
Graph Neural Networks
Deep Learning
Network Representation Learning
Community Detection
score：2k
77
27
score：2k
78
Axial Piston Pump
Excited Waveform
Fault Diagnosis
Digital Signatures
Numerical Simulation
score：2k
79
Medical Visual Question Answering
Graph Convolution
Attributed Graph Clustering
Node Classification
Bipartite Graph
score：2k
80
48
Recurrent Neural Networks
Encoding
Feature Extraction
Data Compression
Three-dimensional Displays
score：2k
81
2
Video Coding
Bandwidth
Ionosphere
Data Compression
Decoding
score：2k
82
Sentiment Analysis
Natural Language Processing
Language Models
Opinion Expression
Compositional Semantics
score：2k
83
23
Graph Convolutional Network
Graph Convolution
2-d Graph Convolution
Consistency Learning
Node Classification
score：2k
84
6
Principal Component Analysis
Image Retrieval
Dimensionality Reduction
Pattern Recognition
Computer Science
score：2k
85
26
Ctr Prediction
Recommender Systems
Recommendation
Recommender System
Reinforcement Learning
score：2k
86
88
Feature Extraction
Social Network
Sleep Stage Classification
Light Field
Community Detection
score：2k
87
12
Image Interpolation
Imitation Learning
Non-local Similarity
Image Modeling
Pansharpening
score：2k
88
4
Reinforcement Learning
Deep Reinforcement Learning
Feature Ranking
Model Tuning
Machine Learning
score：2k
89
33
Machine Translation
Natural Language Processing
Computer Science
Statistical Machine Translation
Sentiment Analysis
score：2k
90
10
Face Recognition
Feature Extraction
FACE
Image Classification
Training
score：2k
91
19
Lp Relaxation
Machine Learning
Graphical Model
Linear Programming Relaxation
Linear Program
score：2k
92
25
Feature Extraction
Skeleton
Shape
Object Detection
Computer Vision
score：2k
93
score：2k
94
Cloud Computing
Virtual Machine
Virtual Machines
Virtualization
Web Services
score：2k
95
3
Image Segmentation
Virtual Reality
Deep Learning
Feature Extraction
Visualization
score：2k
96
15
Data Mining
Transfer Learning
Machine Learning
Artificial Intelligence
Federated Learning
score：2k
97
4
Internet
Quality Of Service
Bandwidth
Wireless Networks
Indexing Terms
score：2k
98
7
Computer Science
Structural Similarity
Graphlets
Deep Learning
Graph Neural Networks
score：2k
99
Augmented Lagrangian Method
Image Restoration
Blind Deconvolution
Convex Optimization
Deep Learning
score：2k
100
6
Deep Learning
Network Analysis
Graphlets
Statistical Relational Learning
Link Prediction
score：2k
1
-
Machine Learning
Arrival Time
Neural Networks
Straight-line Program
Image Recognition
score：16k
2
1
Computer Vision
Computer Science
Artificial Intelligence
Object Recognition
Digital Image Data
score：15k
3
1
Speech Recognition
Acoustic Modeling
Automatic Speech Recognition
Hidden Markov Models
Deep Neural Networks
score：15k
4
1
Reinforcement Learning
Value Function
Function Approximation
Artificial Intelligence
Learning Artificial Intelligence
score：10k
5
1
Reinforcement Learning
Artificial Intelligence
Mobile Robots
Machine Learning
Value Function
score：10k
6
2
Natural Language Processing
Artificial Intelligence
Computer Science
Chinese Word Segmentation
Machine Translation
score：10k
7
-
Natural Language Processing
Computer Science
Artificial Intelligence
Task Analysis
Semantics
score：9k
8
-
Reinforcement Learning
Planning
Simultaneous Localization And Mapping
Tree Search
Monte-carlo Tree Search
score：8k
9
2
score：6k
10
2
Reinforcement Learning
Information Retrieval
Real-time Bidding
Recommender System
Recommender Systems
score：6k
11
1
Reinforcement Learning
Machine Learning
Path Planning
Markov Processes
Deep Learning
score：6k
12
3
Dimensionality Reduction
Feature Extraction
Principal Component Analysis
Optimization
Feature Selection
score：5k
13
-
Semantic Web
Web Pages
Web Page
Information Retrieval
Machine Learning
score：5k
14
4
Neural Network
Deep Learning
Machine Learning
Neural Networks
Speech Recognition
score：5k
15
-
Computer Science
Artificial Intelligence
Deep Learning
Machine Learning
Classical Conditioning
score：5k
16
7
Graph Neural Networks
Deep Learning
Graph Classification
Data Mining
Graph Convolutional Network
score：5k
17
3
Computer Science
Artificial Intelligence
Natural Language Processing
Sentence
Encoding (memory)
score：4k
18
8
Data Mining
Association Rule
Expert System
Artificial Intelligence
Knowledge Discovery
score：4k
19
3
Knowledge Base
Natural Language Processing
Chinese Information Processing
Computer Application
Community Question Answering
score：4k
20
3
Knowledge Base
Knowledge Graph
Question Answering
Deep Learning
Input Saturation
score：4k
21
17
Deep Learning
Federated Learning
Feature Selection
Artificial Intelligence
Data Models
score：4k
22
5
Training
Domain Adaptation
Adaptation Models
Computational Modeling
Neural Networks
score：4k
23
1
Information Retrieval
Collaborative Filtering
Real-time Bidding
Recommender System
Recommender Systems
score：4k
24
Reinforcement Learning
Federated Learning
Clustering
Healthcare
Artificial Intelligence
score：4k
25
1
Question Answering
Image Retrieval
Feature Extraction
Image Annotation
Visualization
score：4k
26
15
Face Recognition
Object Detection
Computer Vision
Feature Extraction
Image Segmentation
score：4k
27
1
Natural Language Processing
Question Answering
Information Retrieval
Experimental Result
Sentiment Analysis
score：3k
29
2
GIS
Geographic Information System
Remote Sensing
Speech Recognition
Speaker Diarization
score：3k
30
5
Sentiment Analysis
Natural Language Processing
Deep Learning
Opinion Mining
Sentic Computing
score：3k
32
2
Reinforcement Learning
Markov Decision Process
Value Function
Artificial Intelligence
Function Approximation
score：3k
33
9
Image Retrieval
Visualization
Task Analysis
Feature Extraction
Person Re-identification
score：3k
34
14
Action Recognition
Training
Visualization
Face Recognition
Temporal Segment Networks
score：3k
35
14
Electronic Equipment
Computer Science
Computer Vision
Artificial Intelligence
Convolutional Neural Network
score：3k
36
4
Clustering
Internet
Empirical Result
Online Multiclass Prediction
Open-domain Comparable Entity Graph
score：3k
38
1
Text Classification
Data Cube
Condensed Cube
Locality-sensitive Hashing
Data Mining
score：3k
39
32
Visualization
Image Retrieval
Feature Extraction
Mobile Visual Search
Image Classification
score：3k
40
4
Evolution Strategy
Reinforcement Learning
Natural Evolution Strategy
Natural Gradient
Natural Evolution Strategies
score：3k
41
28
Deep Learning
Blind Source Separation
Stochastic Gradient Descent
Algorithm Design And Analysis
Computer Science
score：3k
42
3
Feature Extraction
Optimization
Robustness
Principal Component Analysis
Image Segmentation
score：3k
43
4
Recommendation
Recommender System
Recommender Systems
Graph Neural Networks
Collaborative Filtering
score：3k
44
4
Reinforcement Learning
Representation Learning
Deep Reinforcement Learning
Exploration
Inverse Reinforcement Learning
score：3k
45
14
Feature Extraction
Feature Selection
Data Mining
Object Detection
Computer Vision
score：3k
46
13
Personalized Learning
Intelligent Tutoring System
Natural Language Processing
Personalized Feedback
Intelligent Tutoring Systems
score：3k
47
20
Person Re-identification
Task Analysis
Attention
Cameras
Semantic Segmentation
score：3k
48
13
Participatory Management
Computer Science
Natural Resource Management
Negotiation
Biodiversity Conservation
score：3k
49
2
Urban Computing
Data Mining
Trajectory
Global Positioning System
Gps Data
score：3k
50
3
Text Mining
Data Mining
Computer Science
Sentiment Analysis
Natural Language Processing
score：3k
51
32
Machine Learning
Data Mining
Image Classification
Feature Extraction
Computer Vision
score：3k
52
8
Natural Language Processing
Chinese Word Segmentation
Text Classification
Question Answering
Pos Tagging
Shared Task
High Dimensional Data
Computer Science
score：3k
53
10
Feature Extraction
Training
Deep Learning
Image Classification
Object Detection
score：3k
54
-
Dependency Parsing
Task Analysis
Neural Networks
Neural Network
Predictive Models
score：3k
55
Data Mining
Recommender Systems
Recommender System
Experimental Result
Clustering Algorithms
score：3k
56
1
Natural Language Processing
Dependency Parsing
Chinese Information Processing
Computer Application
Social Media
score：3k
57
36
Machine Learning
Data Mining
Ensemble Learning
Neural Network
Face Recognition
score：3k
58
12
Reinforcement Learning
Machine Learning
Distributional Reinforcement Learning
Step Size
Off-policy Learning
score：3k
59
14
score：3k
60
Graph-structured Time Series Modeling
Spatio-temporal U-network
Spatio-temporal Graph Convolutional Neural
Deep Learning Framework
Traffic Forecasting
score：3k
61
41
Deep Ritz Method
Stochastic Gradient Descent
Anisotropic Noise
Neointima Formation
Matrix Metalloproteinases
score：3k
62
2
Information Retrieval
Internet
Social Network
Data Mining
Computer Science
score：3k
63
2
Machine Learning
Natural Language Processing
Computer Science
Object Detection
Deep Learning
score：3k
64
1
Reinforcement Learning
Machine Learning
Autonomous Agent
Mobile Robot
Mobile Robots
score：3k
65
48
Optimization
Fuzzy Set Theory
Interval Type-2 Fuzzy Sets
Task Analysis
Owa Operator
score：2k
66
-
Speech Recognition
Machine Translation
Language Translation
Automatic Speech Recognition
Decoding
score：2k
69
17
Feature Extraction
Semantics
Visualization
Image Retrieval
Image Annotation
score：2k
70
5
Computational Geometry
Convex Hull
Convex Polygon
Nearest Neighbor Problem
Communication Complexity
score：2k
71
14
Data Mining
Social Network
Collaborative Filtering
Recommender System
Recommender Systems
score：2k
72
26
Computer Science
Opinion Word
Opinion Target Extraction
Opinion Relation
Opinion Target
score：2k
74
2
Feature Extraction
Training
Visualization
Optimization
Face Recognition
score：2k
75
21
score：2k
76
12
Network Embedding
Graph Neural Networks
Deep Learning
Network Representation Learning
Community Detection
score：2k
77
27
score：2k
78
Axial Piston Pump
Excited Waveform
Fault Diagnosis
Digital Signatures
Numerical Simulation
score：2k
79
Medical Visual Question Answering
Graph Convolution
Attributed Graph Clustering
Node Classification
Bipartite Graph
score：2k
80
48
Recurrent Neural Networks
Encoding
Feature Extraction
Data Compression
Three-dimensional Displays
score：2k
81
2
Video Coding
Bandwidth
Ionosphere
Data Compression
Decoding
score：2k
82
Sentiment Analysis
Natural Language Processing
Language Models
Opinion Expression
Compositional Semantics
score：2k
83
23
Graph Convolutional Network
Graph Convolution
2-d Graph Convolution
Consistency Learning
Node Classification
score：2k
84
6
Principal Component Analysis
Image Retrieval
Dimensionality Reduction
Pattern Recognition
Computer Science
score：2k
85
26
Ctr Prediction
Recommender Systems
Recommendation
Recommender System
Reinforcement Learning
score：2k
86
88
Feature Extraction
Social Network
Sleep Stage Classification
Light Field
Community Detection
score：2k
87
12
Image Interpolation
Imitation Learning
Non-local Similarity
Image Modeling
Pansharpening
score：2k
88
4
Reinforcement Learning
Deep Reinforcement Learning
Feature Ranking
Model Tuning
Machine Learning
score：2k
89
33
Machine Translation
Natural Language Processing
Computer Science
Statistical Machine Translation
Sentiment Analysis
score：2k
90
10
Face Recognition
Feature Extraction
FACE
Image Classification
Training
score：2k
91
19
Lp Relaxation
Machine Learning
Graphical Model
Linear Programming Relaxation
Linear Program
score：2k
92
25
Feature Extraction
Skeleton
Shape
Object Detection
Computer Vision
score：2k
93
score：2k
94
Cloud Computing
Virtual Machine
Virtual Machines
Virtualization
Web Services
score：2k
95
3
Image Segmentation
Virtual Reality
Deep Learning
Feature Extraction
Visualization
score：2k
96
15
Data Mining
Transfer Learning
Machine Learning
Artificial Intelligence
Federated Learning
score：2k
97
4
Internet
Quality Of Service
Bandwidth
Wireless Networks
Indexing Terms
score：2k
98
7
Computer Science
Structural Similarity
Graphlets
Deep Learning
Graph Neural Networks
score：2k
99
Augmented Lagrangian Method
Image Restoration
Blind Deconvolution
Convex Optimization
Deep Learning
score：2k
100
6
Deep Learning
Network Analysis
Graphlets
Statistical Relational Learning
Link Prediction
score：2k