Methodology
Performance metrics of mainstream AI models across various tasks, showcasing the state-of-the-art technology
AI Model Performance Benchmarks
Performance metrics of mainstream AI models across various tasks, showcasing the state-of-the-art technology
Bilevel Optimization
50 papers | 3 benchmarks
Classification
49 papers | 71 benchmarks
Computational Efficiency
49 papers | 1 benchmarks
Inductive Learning
49 papers | 0 benchmarks
Domain Generalization
48 papers | 20 benchmarks
Entity Embeddings
48 papers | 0 benchmarks
Auxiliary Learning
47 papers | 0 benchmarks
Chatbot
47 papers | 1 benchmarks
Experimental Design
47 papers | 0 benchmarks
Model Selection
47 papers | 0 benchmarks
Network Embedding
47 papers | 0 benchmarks
Normalising Flows
47 papers | 0 benchmarks
Subgroup Discovery
46 papers | 0 benchmarks
Automated Feature Engineering
45 papers | 0 benchmarks
Point Processes
45 papers | 8 benchmarks
Sentence Embeddings
45 papers | 0 benchmarks
Dimensionality Reduction
44 papers | 2 benchmarks
Sentence Embedding
43 papers | 0 benchmarks
Bayesian Optimization
42 papers | 0 benchmarks
Feature Engineering
41 papers | 1 benchmarks
Hard Attention
41 papers | 0 benchmarks
Learning Word Embeddings
41 papers | 0 benchmarks
Multi-Label Learning
41 papers | 1 benchmarks
Personalized Federated Learning
41 papers | 7 benchmarks
Transfer Reinforcement Learning
41 papers | 0 benchmarks
Additive models
40 papers | 0 benchmarks
Graph Representation Learning
40 papers | 1 benchmarks
Continual Learning
39 papers | 32 benchmarks
Cyber Attack Detection
39 papers | 0 benchmarks
Density Ratio Estimation
39 papers | 0 benchmarks
Clustering
38 papers | 0 benchmarks
Domain Adaptation
37 papers | 58 benchmarks
Dynamic neural networks
37 papers | 0 benchmarks
Mutual Information Estimation
37 papers | 0 benchmarks
Neural Network Compression
37 papers | 1 benchmarks
Efficient Exploration
36 papers | 0 benchmarks
Two-sample testing
36 papers | 5 benchmarks
Learning Semantic Representations
36 papers | 0 benchmarks
Community Question Answering
35 papers | 2 benchmarks
Data Free Quantization
35 papers | 2 benchmarks
Electroencephalogram (EEG)
35 papers | 3 benchmarks
Few-Shot Learning
35 papers | 24 benchmarks
Matrix Completion
35 papers | 0 benchmarks
Structured Prediction
35 papers | 1 benchmarks
BIG-bench Machine Learning
34 papers | 2 benchmarks
Reinforcement Learning (RL)
34 papers | 2 benchmarks
Multi-Goal Reinforcement Learning
33 papers | 1 benchmarks
Multi-Objective Reinforcement Learning
33 papers | 0 benchmarks
Retrieval
33 papers | 8 benchmarks
Disentanglement
32 papers | 3 benchmarks
One-class classifier
32 papers | 0 benchmarks
Sparse Learning
32 papers | 3 benchmarks
Density Estimation
31 papers | 14 benchmarks
Outlier Detection
31 papers | 11 benchmarks
Zero-shot Generalization
31 papers | 1 benchmarks
General Classification
30 papers | 11 benchmarks
Distributional Reinforcement Learning
30 papers | 0 benchmarks
Incremental Learning
30 papers | 22 benchmarks
Information Plane
30 papers | 0 benchmarks
Model-based Reinforcement Learning
30 papers | 0 benchmarks
Partial Label Learning
30 papers | 11 benchmarks
Anomaly Detection
29 papers | 76 benchmarks
Feature Importance
29 papers | 6 benchmarks
Long-tail Learning
29 papers | 20 benchmarks
Unsupervised Anomaly Detection
29 papers | 17 benchmarks
Change detection for remote sensing images
28 papers | 2 benchmarks
Quantization
28 papers | 10 benchmarks
Topological Data Analysis
28 papers | 0 benchmarks
Active Learning
27 papers | 1 benchmarks
Document Embedding
27 papers | 0 benchmarks
Model Compression
27 papers | 2 benchmarks
Thompson Sampling
27 papers | 0 benchmarks
Unsupervised Domain Adaptation
27 papers | 41 benchmarks
Word Embeddings
27 papers | 0 benchmarks
Sequential Decision Making
25 papers | 0 benchmarks
3D Anomaly Detection
23 papers | 1 benchmarks
Data Visualization
23 papers | 0 benchmarks
Extreme Multi-Label Classification
23 papers | 0 benchmarks
Few-Shot Relation Classification
23 papers | 4 benchmarks
Imitation Learning
23 papers | 0 benchmarks
Zero-Shot Learning
23 papers | 33 benchmarks
Network Identification
22 papers | 0 benchmarks
Probabilistic Programming
22 papers | 0 benchmarks
rllib
22 papers | 0 benchmarks
Tensor Networks
22 papers | 0 benchmarks
Bayesian Optimisation
21 papers | 0 benchmarks
Constrained Clustering
20 papers | 0 benchmarks
Distributed Optimization
20 papers | 1 benchmarks
L2 Regularization
20 papers | 0 benchmarks
Multi-Task Learning
20 papers | 8 benchmarks
Multi-Label Text Classification
19 papers | 20 benchmarks
Network Pruning
19 papers | 5 benchmarks
Data Interaction
18 papers | 0 benchmarks
Abnormal Event Detection In Video
17 papers | 2 benchmarks
Ordinal Classification
17 papers | 1 benchmarks
Machine Unlearning
16 papers | 0 benchmarks
Policy Gradient Methods
16 papers | 0 benchmarks
Deep Reinforcement Learning
15 papers | 0 benchmarks
Hyperparameter Optimization
15 papers | 1 benchmarks
Metric Learning
15 papers | 8 benchmarks
Object Detection
15 papers | 122 benchmarks
parameter-efficient fine-tuning
15 papers | 3 benchmarks
Computed Tomography (CT)
14 papers | 0 benchmarks
Few-Shot Imitation Learning
14 papers | 0 benchmarks
Knowledge Graph Embeddings
14 papers | 0 benchmarks
Metaheuristic Optimization
14 papers | 0 benchmarks
Model extraction
14 papers | 1 benchmarks
Combinatorial Optimization
13 papers | 0 benchmarks
Gaussian Processes
13 papers | 1 benchmarks
Generalized Few-Shot Learning
13 papers | 3 benchmarks
Group Anomaly Detection
13 papers | 0 benchmarks
Hierarchical Reinforcement Learning
13 papers | 1 benchmarks
Multi-agent Reinforcement Learning
13 papers | 3 benchmarks
Online Domain Adaptation
13 papers | 0 benchmarks
Novel Class Discovery
12 papers | 3 benchmarks
Clustering Algorithms Evaluation
11 papers | 10 benchmarks
EEG Denoising
11 papers | 0 benchmarks
Q-Learning
11 papers | 0 benchmarks
Anomaly Detection In Surveillance Videos
10 papers | 6 benchmarks
AutoML
10 papers | 2 benchmarks
Continued fraction
10 papers | 0 benchmarks
Generalization Bounds
10 papers | 0 benchmarks
input filtering
10 papers | 0 benchmarks
Learning Network Representations
10 papers | 0 benchmarks
Multi-Label Classification
10 papers | 10 benchmarks
Unsupervised MNIST
10 papers | 1 benchmarks
AI Agent
9 papers | 0 benchmarks
Continual Pretraining
9 papers | 3 benchmarks
Contrastive Learning
9 papers | 4 benchmarks
Data Valuation
9 papers | 0 benchmarks
Electrocardiography (ECG)
9 papers | 0 benchmarks
Ensemble Learning
9 papers | 1 benchmarks
Stroke Classification
9 papers | 1 benchmarks
3D Anomaly Detection and Segmentation
8 papers | 2 benchmarks
Automatic Machine Learning Model Selection
8 papers | 0 benchmarks
Generalized Zero-Shot Learning
8 papers | 12 benchmarks
RGB+3D Anomaly Detection and Segmentation
8 papers | 1 benchmarks
Subdomain adaptation
8 papers | 0 benchmarks
Variable Selection
8 papers | 0 benchmarks
Deep imbalanced regression
7 papers | 0 benchmarks
Explanation Fidelity Evaluation
7 papers | 6 benchmarks
Few-Shot Class-Incremental Learning
7 papers | 3 benchmarks
Low-Rank Matrix Completion
7 papers | 0 benchmarks
Multilingual Word Embeddings
7 papers | 0 benchmarks
Multimodal Text and Image Classification
7 papers | 3 benchmarks
outlier ensembles
7 papers | 0 benchmarks
Privacy Preserving Deep Learning
7 papers | 0 benchmarks
Logical Fallacy Detection
6 papers | 0 benchmarks
Long-tail learning with class descriptors
6 papers | 4 benchmarks
Multi-task Language Understanding
6 papers | 5 benchmarks
Stochastic Optimization
6 papers | 12 benchmarks
Depth Anomaly Detection and Segmentation
5 papers | 1 benchmarks
Dictionary Learning
5 papers | 0 benchmarks
Federated Unsupervised Learning
5 papers | 0 benchmarks
Influence Approximation
5 papers | 0 benchmarks
Multiple Instance Learning
5 papers | 5 benchmarks
Representation Learning
5 papers | 5 benchmarks
Activation Function Synthesis
4 papers | 0 benchmarks
Neural Architecture Search
4 papers | 26 benchmarks
Categorical data clustering
4 papers | 0 benchmarks
Face Quality Assessement
4 papers | 3 benchmarks
Interpretable Machine Learning
4 papers | 1 benchmarks
Kolmogorov-Arnold Networks
4 papers | 0 benchmarks
Meta-Learning
4 papers | 4 benchmarks
Partial Domain Adaptation
4 papers | 5 benchmarks
statistical independence testing
4 papers | 0 benchmarks
Bayesian Inference
3 papers | 1 benchmarks
Data Mining
3 papers | 0 benchmarks
Few-Shot Camera-Adaptive Color Constancy
3 papers | 0 benchmarks
Multiobjective Optimization
3 papers | 0 benchmarks
Quantum Circuit Mapping
3 papers | 0 benchmarks
Sentence Embeddings For Biomedical Texts
3 papers | 2 benchmarks
Unsupervised Domain Expansion
3 papers | 2 benchmarks
Unsupervised Pre-training
3 papers | 2 benchmarks
Arbitrary Conditional Density Estimation
2 papers | 0 benchmarks
Continuously Indexed Domain Adaptation
2 papers | 3 benchmarks
Detection of Dependencies
2 papers | 0 benchmarks
Generative Semantic Nursing
2 papers | 0 benchmarks
Learning Representation Of Multi-View Data
2 papers | 0 benchmarks
quantile regression
2 papers | 0 benchmarks
Quantum Circuit Equivalence Checking
2 papers | 0 benchmarks
Result aggregation
2 papers | 0 benchmarks
RGB+Depth Anomaly Detection and Segmentation
2 papers | 0 benchmarks
Similarity Explanation
2 papers | 0 benchmarks
Ticket Search
2 papers | 0 benchmarks
3D Anomaly Segmentation
1 papers | 0 benchmarks
3D + RGB Anomaly Detection
1 papers | 0 benchmarks
3D + RGB Anomaly Segmentation
1 papers | 0 benchmarks
Agent-based model inverse problem
1 papers | 0 benchmarks
Artificial Global Workspace
1 papers | 0 benchmarks
Core set discovery
1 papers | 14 benchmarks
Crashworthiness optimisation
1 papers | 0 benchmarks
Data Augmentation
1 papers | 3 benchmarks
Depth Anomaly Segmentation
1 papers | 0 benchmarks
Depth + RGB Anomaly Detection
1 papers | 0 benchmarks
Depth + RGB Anomaly Segmentation
1 papers | 0 benchmarks
DepthAnomaly Detection
1 papers | 0 benchmarks
Detection of Higher Order Dependencies
1 papers | 0 benchmarks
Federated Learning
1 papers | 12 benchmarks
Incremental Constrained Clustering
1 papers | 2 benchmarks
Inductive logic programming
1 papers | 1 benchmarks
Learning Representation On Graph
1 papers | 0 benchmarks
Medical Report Generation
1 papers | 3 benchmarks
mixture property prediction
1 papers | 0 benchmarks
NONPARAMETRIC DEEP CLUSTERING
1 papers | 0 benchmarks
One-Shot Learning
1 papers | 1 benchmarks
Online nonnegative CP decomposition
1 papers | 0 benchmarks
tercile classification
1 papers | 0 benchmarks
Unsupervised Anomaly Detection In Sound
1 papers | 0 benchmarks
Web Credibility
1 papers | 0 benchmarks