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Browse SoTA
> Methodology
Methodology
664 benchmarks • 188 tasks • 892 datasets • 45495 papers with code
Representation Learning
Representation Learning
16 benchmarks
3712 papers with code
Disentanglement
3 benchmarks
578 papers with code
Graph Representation Learning
2 benchmarks
380 papers with code
Sentence Embeddings
3 benchmarks
220 papers with code
Network Embedding
153 papers with code
See all 17 tasks
Classification
Classification
326 benchmarks
3253 papers with code
Text Classification
180 benchmarks
1107 papers with code
Graph Classification
69 benchmarks
381 papers with code
Audio Classification
23 benchmarks
133 papers with code
Medical Image Classification
8 benchmarks
122 papers with code
See all 19 tasks
Reinforcement Learning (RL)
Reinforcement Learning (RL)
1 benchmark
3924 papers with code
Off-policy evaluation
80 papers with code
Multi-Objective Reinforcement Learning
33 papers with code
3D Point Cloud Reinforcement Learning
2 papers with code
Transfer Learning
Transfer Learning
19 benchmarks
2850 papers with code
Multi-Task Learning
10 benchmarks
1101 papers with code
Auxiliary Learning
25 papers with code
Transfer Reinforcement Learning
13 papers with code
Unsupervised Domain Expansion
2 benchmarks
2 papers with code
General Classification
General Classification
11 benchmarks
3931 papers with code
Retrieval
Retrieval
5 benchmarks
3863 papers with code
Deep Hashing
51 papers with code
Table Retrieval
1 benchmark
13 papers with code
Domain Adaptation
Domain Adaptation
130 benchmarks
1999 papers with code
Unsupervised Domain Adaptation
36 benchmarks
733 papers with code
Domain Generalization
18 benchmarks
641 papers with code
Test-time Adaptation
116 papers with code
Source-Free Domain Adaptation
3 benchmarks
65 papers with code
See all 13 tasks
Data Augmentation
Data Augmentation
3 benchmarks
2529 papers with code
Image Augmentation
1 benchmark
100 papers with code
Text Augmentation
34 papers with code
Decision Making
Decision Making
1 benchmark
2062 papers with code
Imitation Learning
523 papers with code
Clustering
Clustering
3 benchmarks
2477 papers with code
Constrained Clustering
3 benchmarks
25 papers with code
BIG-bench Machine Learning
BIG-bench Machine Learning
1 benchmark
2318 papers with code
Meta-Learning
Meta-Learning
67 benchmarks
1189 papers with code
Few-Shot Learning
63 benchmarks
1043 papers with code
Sample Probing
1 papers with code
universal meta-learning
1 papers with code
Contrastive Learning
Contrastive Learning
1 benchmark
2202 papers with code
Anomaly Detection
Anomaly Detection
114 benchmarks
1233 papers with code
Unsupervised Anomaly Detection
20 benchmarks
169 papers with code
One-Class Classification
60 papers with code
Supervised Anomaly Detection
2 benchmarks
51 papers with code
Anomaly Detection In Surveillance Videos
5 benchmarks
36 papers with code
See all 26 tasks
Federated Learning
Federated Learning
19 benchmarks
1252 papers with code
Personalized Federated Learning
7 benchmarks
81 papers with code
Vertical Federated Learning
26 papers with code
Model Posioning
1 papers with code
AutoML
Neural Architecture Search
26 benchmarks
780 papers with code
Hyperparameter Optimization
1 benchmark
279 papers with code
AutoML
29 benchmarks
237 papers with code
Automated Feature Engineering
17 papers with code
Few-Shot Learning
Few-Shot Learning
63 benchmarks
1043 papers with code
One-Shot Learning
1 benchmark
93 papers with code
Few-Shot Semantic Segmentation
16 benchmarks
74 papers with code
Cross-Domain Few-Shot
10 benchmarks
55 papers with code
Unsupervised Few-Shot Learning
12 papers with code
See all 13 tasks
Word Embeddings
Word Embeddings
1107 papers with code
Learning Word Embeddings
23 papers with code
Multilingual Word Embeddings
19 papers with code
Embeddings Evaluation
8 papers with code
Contextualised Word Representations
4 papers with code
Optical Character Recognition (OCR)
Active Learning
3 benchmarks
760 papers with code
Optical Character Recognition (OCR)
15 benchmarks
314 papers with code
Handwriting Recognition
6 benchmarks
50 papers with code
Handwritten Digit Recognition
1 benchmark
23 papers with code
Irregular Text Recognition
5 papers with code
See all 10 tasks
Zero-Shot Learning
Zero-Shot Learning
119 benchmarks
565 papers with code
Temporal Action Localization
76 benchmarks
422 papers with code
Generalized Zero-Shot Learning
12 benchmarks
55 papers with code
Compositional Zero-Shot Learning
4 benchmarks
24 papers with code
Multi-label zero-shot learning
3 benchmarks
12 papers with code
See all 6 tasks
Quantization
Quantization
12 benchmarks
1046 papers with code
Data Free Quantization
2 benchmarks
14 papers with code
UNET Quantization
1 papers with code
Continual Learning
Continual Learning
57 benchmarks
835 papers with code
Class Incremental Learning
25 benchmarks
210 papers with code
Continual Named Entity Recognition
3 benchmarks
3 papers with code
unsupervised class-incremental learning
2 papers with code
Neural Architecture Search
Neural Architecture Search
26 benchmarks
780 papers with code
Activation Function Synthesis
3 papers with code
Active Learning
Active Learning
3 benchmarks
760 papers with code
Active Object Detection
2 benchmarks
4 papers with code
Electroencephalogram (EEG)
EEG
397 papers with code
Electroencephalogram (EEG)
9 benchmarks
334 papers with code
Eeg Decoding
1 benchmark
15 papers with code
EEG Denoising
5 papers with code
Attention Score Prediction
1 benchmark
2 papers with code
See all 8 tasks
Dimensionality Reduction
Dimensionality Reduction
727 papers with code
Supervised dimensionality reduction
15 papers with code
Online nonnegative CP decomposition
1 papers with code
Feature Engineering
Feature Engineering
13 benchmarks
393 papers with code
Imputation
12 benchmarks
336 papers with code
Bayesian Inference
Bayesian Inference
1 benchmark
624 papers with code
Probabilistic Programming
87 papers with code
Logical Reasoning
Navigate
409 papers with code
Logical Reasoning
19 benchmarks
184 papers with code
Novel Concepts
51 papers with code
Temporal Sequences
51 papers with code
StrategyQA
13 papers with code
See all 23 tasks
Gaussian Processes
Gaussian Processes
1 benchmark
573 papers with code
GPR
47 papers with code
Bayesian Optimisation
Bayesian Optimization
521 papers with code
Bayesian Optimisation
87 papers with code
Metric Learning
Metric Learning
8 benchmarks
557 papers with code
Stochastic Optimization
Stochastic Optimization
12 benchmarks
282 papers with code
Evolutionary Algorithms
177 papers with code
Distributed Optimization
77 papers with code
Imitation Learning
Imitation Learning
523 papers with code
Behavioural cloning
11 papers with code
Model Selection
Model Selection
497 papers with code
Multi-Label Classification
Multi-Label Classification
36 benchmarks
375 papers with code
Missing Labels
40 papers with code
Extreme Multi-Label Classification
29 papers with code
Hierarchical Multi-label Classification
19 benchmarks
15 papers with code
Medical Code Prediction
7 benchmarks
15 papers with code
Multi-agent Reinforcement Learning
Multi-agent Reinforcement Learning
30 benchmarks
389 papers with code
SMAC
27 benchmarks
38 papers with code
General Reinforcement Learning
Offline RL
2 benchmarks
227 papers with code
Model-based Reinforcement Learning
195 papers with code
Density Estimation
Density Estimation
14 benchmarks
416 papers with code
Arbitrary Conditional Density Estimation
2 papers with code
Model Compression
Model Compression
3 benchmarks
342 papers with code
Neural Network Compression
1 benchmark
74 papers with code
Chatbot
Dialogue Generation
14 benchmarks
230 papers with code
Chatbot
14 benchmarks
169 papers with code
Incremental Learning
Incremental Learning
22 benchmarks
390 papers with code
Q-Learning
Q-Learning
388 papers with code
Computed Tomography (CT)
Computed Tomography (CT)
1 benchmark
295 papers with code
Stroke Classification
1 benchmark
3 papers with code
Combinatorial Optimization
Combinatorial Optimization
293 papers with code
Explainable artificial intelligence
Explainable artificial intelligence
6 benchmarks
208 papers with code
Explainable Models
35 papers with code
Explanation Fidelity Evaluation
6 benchmarks
6 papers with code
FAD Curve Analysis
1 papers with code
Feature Importance
Feature Importance
6 benchmarks
249 papers with code
Ensemble Learning
Ensemble Learning
1 benchmark
241 papers with code
Multiple Instance Learning
Multiple Instance Learning
234 papers with code
Outlier Detection
Outlier Detection
11 benchmarks
194 papers with code
One-class classifier
24 papers with code
outlier ensembles
6 papers with code
Graph Outlier Detection
4 papers with code
Outlier Interpretation
2 papers with code
Network Pruning
Network Pruning
5 benchmarks
213 papers with code
2D Classification
Neural Network Compression
1 benchmark
74 papers with code
Music Source Separation
3 benchmarks
53 papers with code
Cell Detection
4 benchmarks
46 papers with code
Plant Phenotyping
23 papers with code
open-set classification
14 papers with code
See all 18 tasks
Activity Prediction
motion prediction
187 papers with code
Cyber Attack Detection
6 papers with code
Sequential skip prediction
1 benchmark
4 papers with code
Interpretable Machine Learning
Interpretable Machine Learning
1 benchmark
189 papers with code
Abstention Prediction
1 papers with code
Structured Prediction
Structured Prediction
1 benchmark
186 papers with code
Data Mining
Argument Mining
7 benchmarks
84 papers with code
Opinion Mining
1 benchmark
57 papers with code
Subgroup Discovery
15 papers with code
cognitive diagnosis
10 papers with code
Parallel Corpus Mining
8 papers with code
See all 7 tasks
Zero-shot Generalization
Zero-shot Generalization
1 benchmark
166 papers with code
Electrocardiography (ECG)
Mortality Prediction
3 benchmarks
60 papers with code
ECG Classification
20 benchmarks
32 papers with code
Electrocardiography (ECG)
39 benchmarks
31 papers with code
Arrhythmia Detection
5 benchmarks
22 papers with code
Heart Rate Variability
16 papers with code
See all 14 tasks
Matrix Completion
Matrix Completion
131 papers with code
Low-Rank Matrix Completion
25 papers with code
Dictionary Learning
Dictionary Learning
153 papers with code
Experimental Design
Experimental Design
147 papers with code
Efficient Exploration
Efficient Exploration
144 papers with code
Point Processes
Point Processes
136 papers with code
Molecular Property Prediction
Molecular Property Prediction
22 benchmarks
124 papers with code
3D Geometry Prediction
2 benchmarks
5 papers with code
NMR J-coupling
1 benchmark
1 papers with code
Odor Descriptor Prediction
1 benchmark
1 papers with code
mixture property prediction
1 papers with code
Generalization Bounds
Generalization Bounds
131 papers with code
Variable Selection
Variable Selection
127 papers with code
Deep Clustering
Deep Clustering
5 benchmarks
115 papers with code
Trajectory Clustering
5 papers with code
Deep Nonparametric Clustering
1 papers with code
NONPARAMETRIC DEEP CLUSTERING
1 papers with code
Multi-Label Learning
Multi-Label Learning
1 benchmark
82 papers with code
Missing Labels
40 papers with code
Unsupervised Pre-training
Unsupervised Pre-training
2 benchmarks
104 papers with code
Thompson Sampling
Thompson Sampling
99 papers with code
Bilevel Optimization
Bilevel Optimization
97 papers with code
Generalized Few-Shot Learning
Long-tail Learning
24 benchmarks
84 papers with code
Generalized Few-Shot Learning
27 benchmarks
9 papers with code
One-Shot Learning
One-Shot Learning
1 benchmark
93 papers with code
Remote Sensing
Remote Sensing Image Classification
1 benchmark
30 papers with code
Change detection for remote sensing images
2 benchmarks
22 papers with code
Building change detection for remote sensing images
2 benchmarks
17 papers with code
Segmentation Of Remote Sensing Imagery
12 papers with code
The Semantic Segmentation Of Remote Sensing Imagery
2 benchmarks
9 papers with code
See all 10 tasks
Long-tail Learning
Long-tail Learning
24 benchmarks
84 papers with code
Long-tail learning with class descriptors
4 benchmarks
6 papers with code
Policy Gradient Methods
Policy Gradient Methods
90 papers with code
Hierarchical Reinforcement Learning
Hierarchical Reinforcement Learning
1 benchmark
88 papers with code
3D Reconstruction
Point cloud reconstruction
36 papers with code
3D Semantic Scene Completion
7 benchmarks
25 papers with code
3D Room Layouts From A Single RGB Panorama
3 benchmarks
10 papers with code
3D Semantic Scene Completion from a single RGB image
3 benchmarks
9 papers with code
Garment Reconstruction
7 papers with code
See all 8 tasks
Bayesian Optimization
Bayesian Optimisation
87 papers with code
Data Visualization
Data Visualization
83 papers with code
Tree Map Layout
1 papers with code
Generalized Few-Shot Classification
Long-tail Learning
24 benchmarks
84 papers with code
Privacy Preserving Deep Learning
Membership Inference Attack
55 papers with code
Privacy Preserving Deep Learning
26 papers with code
Two-sample testing
Two-sample testing
5 benchmarks
76 papers with code
Additive models
Additive models
74 papers with code
Multi-Label Text Classification
Multi-Label Text Classification
20 benchmarks
72 papers with code
Multimodal Deep Learning
Multimodal Deep Learning
16 benchmarks
66 papers with code
Multimodal Text and Image Classification
15 benchmarks
5 papers with code
Medical waveform analysis
Electrocardiography (ECG)
39 benchmarks
31 papers with code
Photoplethysmography (PPG)
25 benchmarks
23 papers with code
Electromyography (EMG)
4 benchmarks
15 papers with code
Medical waveform analysis
59 benchmarks
1 papers with code
Entity Embeddings
Entity Embeddings
70 papers with code
Machine Unlearning
Machine Unlearning
65 papers with code
Continual Forgetting
1 papers with code
Tensor Networks
Tensor Networks
59 papers with code
Class Incremental Learning
Few-Shot Class-Incremental Learning
3 benchmarks
39 papers with code
Class-Incremental Semantic Segmentation
13 benchmarks
8 papers with code
Non-exemplar-based Class Incremental Learning
3 benchmarks
2 papers with code
Decision Making Under Uncertainty
Decision Making Under Uncertainty
45 papers with code
Uncertainty Visualization
3 papers with code
Inductive logic programming
Inductive logic programming
1 benchmark
44 papers with code
Sparse Learning
Sparse Learning
3 benchmarks
44 papers with code
Clustering Algorithms Evaluation
Novel Class Discovery
3 benchmarks
32 papers with code
Clustering Algorithms Evaluation
13 benchmarks
8 papers with code
Model extraction
Model extraction
1 benchmark
40 papers with code
Mutual Information Estimation
Mutual Information Estimation
38 papers with code
Hard Attention
Hard Attention
35 papers with code
Data Valuation
Data Valuation
27 papers with code
Data Interaction
5 papers with code
Multi-Task Learning
Multi-task Language Understanding
4 benchmarks
32 papers with code
Novel Class Discovery
Novel Class Discovery
3 benchmarks
32 papers with code
Distributional Reinforcement Learning
Distributional Reinforcement Learning
31 papers with code
Multiobjective Optimization
Multiobjective Optimization
30 papers with code
Extreme Multi-Label Classification
Extreme Multi-Label Classification
29 papers with code
Medical Report Generation
Medical Report Generation
2 benchmarks
29 papers with code
L2 Regularization
L2 Regularization
28 papers with code
Partial Label Learning
Partial Label Learning
11 benchmarks
26 papers with code
Density Ratio Estimation
Density Ratio Estimation
24 papers with code
One-class classifier
One-class classifier
24 papers with code
Continual Pretraining
Continual Pretraining
3 benchmarks
22 papers with code
Normalising Flows
Normalising Flows
22 papers with code
Multi-Goal Reinforcement Learning
Multi-Goal Reinforcement Learning
17 papers with code
Ordinal Classification
Ordinal Classification
1 benchmark
17 papers with code
Metaheuristic Optimization
Metaheuristic Optimization
14 papers with code
Constrained Clustering
Only Connect Walls Dataset Task 1 (Grouping)
1 benchmark
10 papers with code
Incremental Constrained Clustering
2 benchmarks
1 papers with code
Information Plane
Information Plane
11 papers with code
Cyber Attack Detection
Cyber Attack Detection
6 papers with code
Automatic Machine Learning Model Selection
Automatic Machine Learning Model Selection
5 papers with code
Influence Approximation
Influence Approximation
4 papers with code
Federated Unsupervised Learning
Federated Unsupervised Learning
3 papers with code
Detection of Dependencies
Detection of Dependencies
1 papers with code
Detection of Higher Order Dependencies
1 papers with code
Generative Semantic Nursing
Generative Semantic Nursing
2 papers with code
Quantum Circuit Equivalence Checking
Quantum Circuit Equivalence Checking
2 papers with code
Artificial Global Workspace
Artificial Global Workspace
1 papers with code
Core set discovery
Core set discovery
14 benchmarks
1 papers with code
Quantum Circuit Mapping
Quantum Circuit Mapping
1 papers with code
Result aggregation
Result aggregation
1 papers with code
Semantic Similarity
Similarity Explanation
1 papers with code
Subdomain adaptation
Subdomain adaptation
1 papers with code
Ticket Search
Ticket Search
1 papers with code
Web Credibility
Web Credibility
1 papers with code
statistical independence testing
statistical independence testing
1 papers with code
Transfer Reinforcement Learning
