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Browse SoTA
> Methodology
Methodology
628 benchmarks • 175 tasks • 813 datasets • 39649 papers with code
Classification
Classification
325 benchmarks
2946 papers with code
Text Classification
220 benchmarks
986 papers with code
Graph Classification
64 benchmarks
349 papers with code
Medical Image Classification
3 benchmarks
97 papers with code
Plant Phenotyping
21 papers with code
See all 17 tasks
Representation Learning
Representation Learning
15 benchmarks
3152 papers with code
Disentanglement
3 benchmarks
477 papers with code
Graph Representation Learning
2 benchmarks
315 papers with code
Sentence Embeddings
3 benchmarks
196 papers with code
Network Embedding
146 papers with code
See all 16 tasks
General Classification
General Classification
11 benchmarks
3916 papers with code
Reinforcement Learning (RL)
Reinforcement Learning (RL)
1 benchmark
3595 papers with code
Off-policy evaluation
65 papers with code
Multi-Objective Reinforcement Learning
22 papers with code
3D Point Cloud Reinforcement Learning
2 papers with code
Transfer Learning
Transfer Learning
19 benchmarks
2447 papers with code
Multi-Task Learning
10 benchmarks
951 papers with code
Auxiliary Learning
21 papers with code
Transfer Reinforcement Learning
13 papers with code
Unsupervised Domain Expansion
2 benchmarks
2 papers with code
Retrieval
Retrieval
2 benchmarks
3200 papers with code
Table Retrieval
1 benchmark
11 papers with code
Domain Adaptation
Domain Adaptation
127 benchmarks
1764 papers with code
Unsupervised Domain Adaptation
33 benchmarks
641 papers with code
Domain Generalization
18 benchmarks
501 papers with code
Source-Free Domain Adaptation
3 benchmarks
50 papers with code
Universal Domain Adaptation
4 benchmarks
19 papers with code
See all 12 tasks
BIG-bench Machine Learning
BIG-bench Machine Learning
1 benchmark
2295 papers with code
Clustering
Clustering
2254 papers with code
Data Augmentation
Data Augmentation
3 benchmarks
2118 papers with code
Image Augmentation
1 benchmark
91 papers with code
Text Augmentation
25 papers with code
Decision Making
Decision Making
1594 papers with code
Imitation Learning
459 papers with code
Meta-Learning
Meta-Learning
56 benchmarks
1071 papers with code
Few-Shot Learning
52 benchmarks
900 papers with code
Sample Probing
1 papers with code
Contrastive Learning
Contrastive Learning
1 benchmark
1700 papers with code
Anomaly Detection
Anomaly Detection
99 benchmarks
1008 papers with code
Unsupervised Anomaly Detection
17 benchmarks
139 papers with code
One-Class Classification
53 papers with code
Supervised Anomaly Detection
2 benchmarks
41 papers with code
Anomaly Detection In Surveillance Videos
5 benchmarks
34 papers with code
See all 25 tasks
AutoML
Neural Architecture Search
25 benchmarks
715 papers with code
Hyperparameter Optimization
1 benchmark
256 papers with code
AutoML
28 benchmarks
212 papers with code
Automated Feature Engineering
17 papers with code
Word Embeddings
Word Embeddings
1056 papers with code
Learning Word Embeddings
21 papers with code
Multilingual Word Embeddings
18 papers with code
Embeddings Evaluation
8 papers with code
Contextualised Word Representations
4 papers with code
Few-Shot Learning
Few-Shot Learning
52 benchmarks
900 papers with code
One-Shot Learning
1 benchmark
84 papers with code
Few-Shot Semantic Segmentation
16 benchmarks
70 papers with code
Cross-Domain Few-Shot
1 benchmark
40 papers with code
Unsupervised Few-Shot Learning
11 papers with code
See all 12 tasks
Federated Learning
Federated Learning
19 benchmarks
981 papers with code
Personalized Federated Learning
7 benchmarks
58 papers with code
Model Posioning
1 papers with code
Optical Character Recognition (OCR)
Active Learning
3 benchmarks
650 papers with code
Optical Character Recognition (OCR)
14 benchmarks
270 papers with code
Handwriting Recognition
6 benchmarks
49 papers with code
Handwritten Digit Recognition
1 benchmark
21 papers with code
Irregular Text Recognition
5 papers with code
See all 9 tasks
Zero-Shot Learning
Zero-Shot Learning
119 benchmarks
443 papers with code
Temporal Action Localization
71 benchmarks
378 papers with code
Generalized Zero-Shot Learning
13 benchmarks
51 papers with code
Compositional Zero-Shot Learning
4 benchmarks
20 papers with code
Multi-label zero-shot learning
3 benchmarks
12 papers with code
Quantization
Quantization
12 benchmarks
827 papers with code
Data Free Quantization
3 benchmarks
12 papers with code
UNET Quantization
1 papers with code
Continual Learning
Continual Learning
48 benchmarks
644 papers with code
Class Incremental Learning
21 benchmarks
143 papers with code
Continual Named Entity Recognition
3 benchmarks
2 papers with code
unsupervised class-incremental learning
1 papers with code
Neural Architecture Search
Neural Architecture Search
25 benchmarks
715 papers with code
Activation Function Synthesis
2 papers with code
Dimensionality Reduction
Dimensionality Reduction
648 papers with code
Supervised dimensionality reduction
14 papers with code
Online nonnegative CP decomposition
1 papers with code
Active Learning
Active Learning
3 benchmarks
650 papers with code
Active Object Detection
2 benchmarks
4 papers with code
Feature Engineering
Feature Engineering
13 benchmarks
360 papers with code
Imputation
12 benchmarks
282 papers with code
Bayesian Inference
Bayesian Inference
1 benchmark
552 papers with code
Probabilistic Programming
83 papers with code
Gaussian Processes
Gaussian Processes
517 papers with code
GPR
41 papers with code
Logical Reasoning
Navigate
328 papers with code
Logical Reasoning
19 benchmarks
131 papers with code
Novel Concepts
42 papers with code
Temporal Sequences
41 papers with code
Physical Intuition
1 benchmark
7 papers with code
See all 23 tasks
Bayesian Optimisation
Bayesian Optimization
445 papers with code
Bayesian Optimisation
74 papers with code
Metric Learning
Metric Learning
8 benchmarks
519 papers with code
Imitation Learning
Imitation Learning
459 papers with code
Behavioural cloning
11 papers with code
Stochastic Optimization
Stochastic Optimization
12 benchmarks
249 papers with code
Evolutionary Algorithms
149 papers with code
Distributed Optimization
66 papers with code
Model Selection
Model Selection
426 papers with code
Multi-Label Classification
Multi-Label Classification
33 benchmarks
322 papers with code
Extreme Multi-Label Classification
24 papers with code
Medical Code Prediction
7 benchmarks
15 papers with code
Hierarchical Multi-label Classification
16 benchmarks
11 papers with code
Multi-agent Reinforcement Learning
Multi-agent Reinforcement Learning
30 benchmarks
336 papers with code
SMAC
27 benchmarks
34 papers with code
Model Compression
Model Compression
4 benchmarks
291 papers with code
Neural Network Compression
2 benchmarks
69 papers with code
Density Estimation
Density Estimation
15 benchmarks
357 papers with code
Arbitrary Conditional Density Estimation
2 papers with code
Q-Learning
Q-Learning
342 papers with code
Electroencephalogram (EEG)
Electroencephalogram (EEG)
9 benchmarks
317 papers with code
Eeg Decoding
1 benchmark
15 papers with code
EEG Denoising
3 papers with code
Attention Score Prediction
1 benchmark
2 papers with code
Semanticity prediction
2 benchmarks
2 papers with code
See all 7 tasks
Chatbot
Dialogue Generation
15 benchmarks
207 papers with code
Chatbot
15 benchmarks
121 papers with code
Incremental Learning
Incremental Learning
21 benchmarks
304 papers with code
Computed Tomography (CT)
Computed Tomography (CT)
1 benchmark
246 papers with code
Stroke Classification
1 benchmark
3 papers with code
Combinatorial Optimization
Combinatorial Optimization
238 papers with code
Feature Importance
Feature Importance
6 benchmarks
211 papers with code
Explainable artificial intelligence
Explainable artificial intelligence
171 papers with code
Explainable Models
30 papers with code
Explanation Fidelity Evaluation
5 papers with code
FAD Curve Analysis
1 papers with code
Ensemble Learning
Ensemble Learning
1 benchmark
207 papers with code
Outlier Detection
Outlier Detection
11 benchmarks
171 papers with code
One-class classifier
22 papers with code
outlier ensembles
6 papers with code
Graph Outlier Detection
3 papers with code
Outlier Interpretation
1 papers with code
Multiple Instance Learning
Multiple Instance Learning
196 papers with code
2D Classification
Neural Network Compression
2 benchmarks
69 papers with code
Music Source Separation
3 benchmarks
50 papers with code
Cell Detection
1 benchmark
41 papers with code
Plant Phenotyping
21 papers with code
Multi-label Image Recognition with Partial Labels
3 benchmarks
7 papers with code
See all 14 tasks
Network Pruning
Network Pruning
5 benchmarks
187 papers with code
Structured Prediction
Structured Prediction
1 benchmark
176 papers with code
Interpretable Machine Learning
Interpretable Machine Learning
1 benchmark
165 papers with code
Abstention Prediction
1 papers with code
Data Mining
Argument Mining
6 benchmarks
71 papers with code
Opinion Mining
1 benchmark
55 papers with code
Subgroup Discovery
13 papers with code
Sequential Pattern Mining
9 papers with code
Parallel Corpus Mining
7 papers with code
See all 6 tasks
Matrix Completion
Matrix Completion
126 papers with code
Low-Rank Matrix Completion
22 papers with code
Electrocardiography (ECG)
Mortality Prediction
3 benchmarks
53 papers with code
ECG Classification
20 benchmarks
29 papers with code
Electrocardiography (ECG)
39 benchmarks
28 papers with code
Arrhythmia Detection
5 benchmarks
21 papers with code
Heart Rate Variability
14 papers with code
See all 14 tasks
Dictionary Learning
Dictionary Learning
141 papers with code
Experimental Design
Experimental Design
127 papers with code
Point Processes
Point Processes
126 papers with code
Efficient Exploration
Efficient Exploration
121 papers with code
Generalization Bounds
Generalization Bounds
118 papers with code
Variable Selection
Variable Selection
116 papers with code
Deep Clustering
Deep Clustering
5 benchmarks
96 papers with code
Trajectory Clustering
4 papers with code
Deep Nonparametric Clustering
1 papers with code
NONPARAMETRIC DEEP CLUSTERING
1 papers with code
Unsupervised Pre-training
Unsupervised Pre-training
2 benchmarks
95 papers with code
Thompson Sampling
Thompson Sampling
89 papers with code
Generalized Few-Shot Learning
Long-tail Learning
24 benchmarks
77 papers with code
Generalized Few-Shot Learning
27 benchmarks
7 papers with code
One-Shot Learning
One-Shot Learning
1 benchmark
84 papers with code
Policy Gradient Methods
Policy Gradient Methods
84 papers with code
Long-tail Learning
Long-tail Learning
24 benchmarks
77 papers with code
Long-tail learning with class descriptors
4 benchmarks
6 papers with code
Generalized Few-Shot Classification
Long-tail Learning
24 benchmarks
77 papers with code
Hierarchical Reinforcement Learning
Hierarchical Reinforcement Learning
77 papers with code
Bilevel Optimization
Bilevel Optimization
76 papers with code
Bayesian Optimization
Bayesian Optimisation
74 papers with code
Data Visualization
Data Visualization
71 papers with code
Tree Map Layout
1 papers with code
3D Reconstruction
Point cloud reconstruction
29 papers with code
3D Semantic Scene Completion
6 benchmarks
20 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
7 papers with code
3D Shape Reconstruction from Videos
5 papers with code
See all 7 tasks
Two-sample testing
Two-sample testing
5 benchmarks
71 papers with code
Multi-Label Learning
Multi-Label Learning
1 benchmark
69 papers with code
Privacy Preserving Deep Learning
Membership Inference Attack
44 papers with code
Privacy Preserving Deep Learning
23 papers with code
Entity Embeddings
Entity Embeddings
65 papers with code
Multi-Label Text Classification
Multi-Label Text Classification
19 benchmarks
62 papers with code
Additive models
Additive models
61 papers with code
Multimodal Deep Learning
Multimodal Deep Learning
16 benchmarks
53 papers with code
Multimodal Text and Image Classification
15 benchmarks
4 papers with code
Tensor Networks
Tensor Networks
56 papers with code
Medical waveform analysis
Electrocardiography (ECG)
39 benchmarks
28 papers with code
Photoplethysmography (PPG)
25 benchmarks
13 papers with code
Electromyography (EMG)
4 benchmarks
12 papers with code
Medical waveform analysis
59 benchmarks
1 papers with code
Inductive logic programming
Inductive logic programming
1 benchmark
40 papers with code
Sparse Learning
Sparse Learning
3 benchmarks
39 papers with code
Decision Making Under Uncertainty
Decision Making Under Uncertainty
37 papers with code
Mutual Information Estimation
Mutual Information Estimation
35 papers with code
Clustering Algorithms Evaluation
Novel Class Discovery
3 benchmarks
26 papers with code
Clustering Algorithms Evaluation
13 benchmarks
8 papers with code
Hard Attention
Hard Attention
34 papers with code
Class Incremental Learning
Few-Shot Class-Incremental Learning
3 benchmarks
26 papers with code
Class-Incremental Semantic Segmentation
13 benchmarks
6 papers with code
Non-exemplar-based Class Incremental Learning
4 benchmarks
1 papers with code
Model extraction
Model extraction
1 benchmark
30 papers with code
Distributional Reinforcement Learning
Distributional Reinforcement Learning
26 papers with code
Multiobjective Optimization
Multiobjective Optimization
26 papers with code
Novel Class Discovery
Novel Class Discovery
3 benchmarks
26 papers with code
Partial Label Learning
Partial Label Learning
11 benchmarks
25 papers with code
Extreme Multi-Label Classification
Extreme Multi-Label Classification
24 papers with code
Density Ratio Estimation
Density Ratio Estimation
22 papers with code
One-class classifier
One-class classifier
22 papers with code
L2 Regularization
L2 Regularization
21 papers with code
Normalising Flows
Normalising Flows
20 papers with code
Multi-Goal Reinforcement Learning
Multi-Goal Reinforcement Learning
17 papers with code
Multi-Task Learning
Multi-task Language Understanding
4 benchmarks
15 papers with code
Metaheuristic Optimization
Metaheuristic Optimization
14 papers with code
Continual Pretraining
Continual Pretraining
3 benchmarks
10 papers with code
Information Plane
Information Plane
9 papers with code
Automatic Machine Learning Model Selection
Automatic Machine Learning Model Selection
5 papers with code
Detection of Dependencies
Detection of Dependencies
1 papers with code
Detection of Higher Order Dependencies
1 papers with code
Federated Unsupervised Learning
Federated Unsupervised Learning
2 papers with code
Influence Approximation
Influence Approximation
2 papers with code
Quantum Circuit Equivalence Checking
Quantum Circuit Equivalence Checking
2 papers with code
Core set discovery
Core set discovery
14 benchmarks
1 papers with code
Generative Semantic Nursing
Generative Semantic Nursing
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
