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Methodology | State-of-the-Art
Methodology
Explore cutting-edge benchmarks and research
552
Benchmarks
226
Tasks
1357
Papers
Representation Learning
Learning Word Embeddings
0
benchmarks
10
papers
Learning Representation On Graph
0
benchmarks
0
papers
Learning Representation Of Multi-View Data
0
benchmarks
0
papers
Part-based Representation Learning
0
benchmarks
2
papers
Sentence Embeddings For Biomedical Texts
2
benchmarks
2
papers
See all 17 tasks
See all 17
Anomaly Detection
Anomaly Detection
0
benchmarks
0
papers
Unsupervised Anomaly Detection
0
benchmarks
0
papers
Abnormal Event Detection In Video
0
benchmarks
0
papers
Anomaly Detection In Surveillance Videos
0
benchmarks
0
papers
Group Anomaly Detection
0
benchmarks
0
papers
See all 6 tasks
See all 6
Transfer Learning
Transfer Learning
7
benchmarks
10
papers
Multi-Task Learning
6
benchmarks
9
papers
Auxiliary Learning
0
benchmarks
10
papers
Transfer Reinforcement Learning
0
benchmarks
9
papers
Unsupervised Domain Expansion
2
benchmarks
2
papers
Word Embeddings
Word Embeddings
0
benchmarks
10
papers
Learning Word Embeddings
0
benchmarks
10
papers
Multilingual Word Embeddings
0
benchmarks
8
papers
Embeddings Evaluation
0
benchmarks
7
papers
Contextualised Word Representations
0
benchmarks
4
papers
Multi-Label Classification
Multi-Label Classification
10
benchmarks
10
papers
Missing Labels
0
benchmarks
9
papers
Extreme Multi-Label Classification
0
benchmarks
8
papers
Medical Code Prediction
7
benchmarks
10
papers
Hierarchical Multi-label Classification
16
benchmarks
8
papers
Outlier Detection
Outlier Detection
11
benchmarks
9
papers
One-class classifier
0
benchmarks
9
papers
outlier ensembles
0
benchmarks
5
papers
Graph Outlier Detection
0
benchmarks
4
papers
Outlier Interpretation
0
benchmarks
2
papers
Molecular Property Prediction
Molecular Property Prediction
18
benchmarks
10
papers
3D Geometry Prediction
2
benchmarks
5
papers
NMR J-coupling
1
benchmarks
1
papers
Odor Descriptor Prediction
1
benchmarks
1
papers
mixture property prediction
0
benchmarks
1
papers
Reinforcement Learning (RL)
Reinforcement Learning (RL)
1
benchmarks
10
papers
Off-policy evaluation
0
benchmarks
10
papers
Multi-Objective Reinforcement Learning
0
benchmarks
9
papers
3D Point Cloud Reinforcement Learning
0
benchmarks
2
papers
Federated Learning
Federated Learning
12
benchmarks
10
papers
Personalized Federated Learning
7
benchmarks
9
papers
Vertical Federated Learning
0
benchmarks
7
papers
Model Posioning
0
benchmarks
1
papers
AutoML
Neural Architecture Search
26
benchmarks
10
papers
Hyperparameter Optimization
1
benchmarks
10
papers
AutoML
2
benchmarks
9
papers
Automated Feature Engineering
0
benchmarks
6
papers
Continual Learning
Continual Learning
24
benchmarks
10
papers
Class Incremental Learning
6
benchmarks
10
papers
Continual Named Entity Recognition
0
benchmarks
3
papers
unsupervised class-incremental learning
0
benchmarks
2
papers
Explainable artificial intelligence
Explainable artificial intelligence
0
benchmarks
7
papers
Explainable Models
0
benchmarks
9
papers
Explanation Fidelity Evaluation
6
benchmarks
6
papers
FAD Curve Analysis
0
benchmarks
1
papers
Deep Clustering
Deep Clustering
5
benchmarks
8
papers
Trajectory Clustering
0
benchmarks
4
papers
Deep Nonparametric Clustering
0
benchmarks
1
papers
NONPARAMETRIC DEEP CLUSTERING
0
benchmarks
1
papers
Medical waveform analysis
Electrocardiography (ECG)
0
benchmarks
9
papers
Photoplethysmography (PPG)
0
benchmarks
8
papers
Electromyography (EMG)
0
benchmarks
8
papers
Medical waveform analysis
0
benchmarks
0
papers
Retrieval
Retrieval
4
benchmarks
8
papers
Deep Hashing
0
benchmarks
9
papers
Table Retrieval
1
benchmarks
9
papers
Data Augmentation
Data Augmentation
2
benchmarks
10
papers
Image Augmentation
1
benchmarks
10
papers
Text Augmentation
0
benchmarks
10
papers
Meta-Learning
Meta-Learning
4
benchmarks
9
papers
Few-Shot Learning
24
benchmarks
10
papers
Sample Probing
0
benchmarks
1
papers
Quantization
Quantization
10
benchmarks
9
papers
Data Free Quantization
2
benchmarks
9
papers
UNET Quantization
0
benchmarks
1
papers
Dimensionality Reduction
Dimensionality Reduction
0
benchmarks
9
papers
Supervised dimensionality reduction
0
benchmarks
10
papers
Online nonnegative CP decomposition
0
benchmarks
1
papers
Stochastic Optimization
Stochastic Optimization
12
benchmarks
10
papers
Evolutionary Algorithms
0
benchmarks
10
papers
Distributed Optimization
0
benchmarks
9
papers
Activity Prediction
motion prediction
0
benchmarks
10
papers
Cyber Attack Detection
0
benchmarks
6
papers
Sequential skip prediction
1
benchmarks
4
papers
Class Incremental Learning
Few-Shot Class-Incremental Learning
3
benchmarks
10
papers
Class-Incremental Semantic Segmentation
0
benchmarks
9
papers
Non-exemplar-based Class Incremental Learning
3
benchmarks
1
papers
Decision Making
Decision Making
1
benchmarks
10
papers
Imitation Learning
0
benchmarks
9
papers
Clustering
Clustering
0
benchmarks
10
papers
Constrained Clustering
0
benchmarks
9
papers
Neural Architecture Search
Neural Architecture Search
26
benchmarks
10
papers
Activation Function Synthesis
0
benchmarks
1
papers
Active Learning
Active Learning
1
benchmarks
10
papers
Active Object Detection
2
benchmarks
4
papers
Feature Engineering
Feature Engineering
1
benchmarks
10
papers
Imputation
4
benchmarks
9
papers
Bayesian Inference
Bayesian Inference
1
benchmarks
10
papers
Probabilistic Programming
0
benchmarks
10
papers
Gaussian Processes
Gaussian Processes
1
benchmarks
10
papers
GPR
0
benchmarks
8
papers
Bayesian Optimisation
Bayesian Optimization
0
benchmarks
10
papers
Bayesian Optimisation
0
benchmarks
9
papers
Imitation Learning
Imitation Learning
0
benchmarks
9
papers
Behavioural cloning
0
benchmarks
10
papers
Multi-agent Reinforcement Learning
Multi-agent Reinforcement Learning
3
benchmarks
9
papers
SMAC
11
benchmarks
7
papers
General Reinforcement Learning
Offline RL
2
benchmarks
10
papers
Model-based Reinforcement Learning
0
benchmarks
9
papers
Density Estimation
Density Estimation
14
benchmarks
8
papers
Arbitrary Conditional Density Estimation
0
benchmarks
1
papers
Model Compression
Model Compression
2
benchmarks
9
papers
Neural Network Compression
1
benchmarks
9
papers
Chatbot
Dialogue Generation
13
benchmarks
10
papers
Chatbot
0
benchmarks
9
papers
Computed Tomography (CT)
Computed Tomography (CT)
0
benchmarks
8
papers
Stroke Classification
1
benchmarks
2
papers
Interpretable Machine Learning
Interpretable Machine Learning
1
benchmarks
9
papers
Abstention Prediction
0
benchmarks
1
papers
Matrix Completion
Matrix Completion
0
benchmarks
9
papers
Low-Rank Matrix Completion
0
benchmarks
8
papers
Multi-Label Learning
Multi-Label Learning
1
benchmarks
7
papers
Missing Labels
0
benchmarks
9
papers
Generalized Few-Shot Learning
Long-tail Learning
20
benchmarks
9
papers
Generalized Few-Shot Learning
3
benchmarks
7
papers
Long-tail Learning
Long-tail Learning
20
benchmarks
9
papers
Long-tail learning with class descriptors
4
benchmarks
5
papers
Privacy Preserving Deep Learning
Membership Inference Attack
0
benchmarks
10
papers
Privacy Preserving Deep Learning
0
benchmarks
9
papers
Data Visualization
Data Visualization
0
benchmarks
7
papers
Tree Map Layout
0
benchmarks
0
papers
Multimodal Deep Learning
Multimodal Deep Learning
1
benchmarks
10
papers
Multimodal Text and Image Classification
3
benchmarks
4
papers
Machine Unlearning
Machine Unlearning
0
benchmarks
7
papers
Continual Forgetting
0
benchmarks
1
papers
Decision Making Under Uncertainty
Decision Making Under Uncertainty
0
benchmarks
7
papers
Uncertainty Visualization
0
benchmarks
5
papers
Clustering Algorithms Evaluation
Novel Class Discovery
3
benchmarks
9
papers
Clustering Algorithms Evaluation
10
benchmarks
7
papers
Data Valuation
Data Interaction
0
benchmarks
3
papers
Data Valuation
0
benchmarks
10
papers
Constrained Clustering
Only Connect Walls Dataset Task 1 (Grouping)
1
benchmarks
10
papers
Incremental Constrained Clustering
2
benchmarks
1
papers
Detection of Dependencies
Detection of Dependencies
0
benchmarks
1
papers
Detection of Higher Order Dependencies
0
benchmarks
1
papers
General Classification
General Classification
11
benchmarks
10
papers
BIG-bench Machine Learning
BIG-bench Machine Learning
1
benchmarks
10
papers
Contrastive Learning
Contrastive Learning
1
benchmarks
9
papers
Metric Learning
Metric Learning
8
benchmarks
10
papers
Model Selection
Model Selection
0
benchmarks
8
papers
Q-Learning
Q-Learning
0
benchmarks
10
papers
Incremental Learning
Incremental Learning
22
benchmarks
10
papers
Combinatorial Optimization
Combinatorial Optimization
0
benchmarks
9
papers
Feature Importance
Feature Importance
6
benchmarks
8
papers
Ensemble Learning
Ensemble Learning
1
benchmarks
10
papers
Multiple Instance Learning
Multiple Instance Learning
0
benchmarks
8
papers
Network Pruning
Network Pruning
5
benchmarks
8
papers
Structured Prediction
Structured Prediction
1
benchmarks
10
papers
Zero-shot Generalization
Zero-shot Generalization
1
benchmarks
8
papers
Dictionary Learning
Dictionary Learning
0
benchmarks
10
papers
Experimental Design
Experimental Design
0
benchmarks
7
papers
Efficient Exploration
Efficient Exploration
0
benchmarks
10
papers
Point Processes
Point Processes
0
benchmarks
9
papers
Generalization Bounds
Generalization Bounds
0
benchmarks
9
papers
Variable Selection
Variable Selection
0
benchmarks
8
papers
Unsupervised Pre-training
Unsupervised Pre-training
2
benchmarks
9
papers
Thompson Sampling
Thompson Sampling
0
benchmarks
9
papers
Bilevel Optimization
Bilevel Optimization
0
benchmarks
9
papers
One-Shot Learning
One-Shot Learning
1
benchmarks
9
papers
Policy Gradient Methods
Policy Gradient Methods
0
benchmarks
9
papers
Hierarchical Reinforcement Learning
Hierarchical Reinforcement Learning
1
benchmarks
8
papers
Bayesian Optimization
Bayesian Optimisation
0
benchmarks
9
papers
Generalized Few-Shot Classification
Long-tail Learning
20
benchmarks
9
papers
Two-sample testing
Two-sample testing
5
benchmarks
9
papers
Additive models
Additive models
0
benchmarks
8
papers
Multi-Label Text Classification
Multi-Label Text Classification
20
benchmarks
9
papers
Entity Embeddings
Entity Embeddings
0
benchmarks
10
papers
Tensor Networks
Tensor Networks
0
benchmarks
9
papers
Inductive logic programming
Inductive logic programming
1
benchmarks
10
papers
Sparse Learning
Sparse Learning
3
benchmarks
9
papers
Model extraction
Model extraction
1
benchmarks
10
papers
Mutual Information Estimation
Mutual Information Estimation
0
benchmarks
10
papers
Hard Attention
Hard Attention
0
benchmarks
10
papers
Multi-Task Learning
Multi-task Language Understanding
4
benchmarks
9
papers
Novel Class Discovery
Novel Class Discovery
3
benchmarks
9
papers
Distributional Reinforcement Learning
Distributional Reinforcement Learning
0
benchmarks
9
papers
Multiobjective Optimization
Multiobjective Optimization
0
benchmarks
7
papers
Extreme Multi-Label Classification
Extreme Multi-Label Classification
0
benchmarks
8
papers
Medical Report Generation
Medical Report Generation
2
benchmarks
9
papers
L2 Regularization
L2 Regularization
0
benchmarks
9
papers
Partial Label Learning
Partial Label Learning
11
benchmarks
9
papers
Density Ratio Estimation
Density Ratio Estimation
0
benchmarks
10
papers
One-class classifier
One-class classifier
0
benchmarks
9
papers
Normalising Flows
Normalising Flows
0
benchmarks
8
papers
Continual Pretraining
Continual Pretraining
3
benchmarks
9
papers
Multi-Goal Reinforcement Learning
Multi-Goal Reinforcement Learning
0
benchmarks
10
papers
Ordinal Classification
Ordinal Classification
1
benchmarks
8
papers
Metaheuristic Optimization
Metaheuristic Optimization
0
benchmarks
9
papers
Information Plane
Information Plane
0
benchmarks
10
papers
Cyber Attack Detection
Cyber Attack Detection
0
benchmarks
6
papers
Automatic Machine Learning Model Selection
Automatic Machine Learning Model Selection
0
benchmarks
5
papers
Influence Approximation
Influence Approximation
0
benchmarks
4
papers
Federated Unsupervised Learning
Federated Unsupervised Learning
0
benchmarks
3
papers
Generative Semantic Nursing
Generative Semantic Nursing
0
benchmarks
2
papers
Quantum Circuit Equivalence Checking
Quantum Circuit Equivalence Checking
0
benchmarks
2
papers
Artificial Global Workspace
Artificial Global Workspace
0
benchmarks
0
papers
Core set discovery
Core set discovery
14
benchmarks
1
papers
Quantum Circuit Mapping
Quantum Circuit Mapping
0
benchmarks
1
papers
Semantic Similarity
Similarity Explanation
0
benchmarks
1
papers
Subdomain adaptation
Subdomain adaptation
0
benchmarks
1
papers
Ticket Search
Ticket Search
0
benchmarks
1
papers
Web Credibility
Web Credibility
0
benchmarks
1
papers
statistical independence testing
statistical independence testing
0
benchmarks
0
papers
Result aggregation