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Browse SoTA
> Methodology
Methodology
925 benchmarks • 211 tasks • 1289 datasets • 60548 papers with code
3D
Object Detection
407 benchmarks
4582 papers with code
Pose Estimation
216 benchmarks
1634 papers with code
Depth Estimation
58 benchmarks
1000 papers with code
3D Reconstruction
39 benchmarks
758 papers with code
Neural Rendering
195 papers with code
See all 44 tasks
16k
Object Detection
407 benchmarks
4582 papers with code
Image Super-Resolution
85 benchmarks
766 papers with code
3D Object Detection
92 benchmarks
746 papers with code
Image Deblurring
10 benchmarks
162 papers with code
Scene Generation
6 benchmarks
109 papers with code
See all 7 tasks
Representation Learning
Representation Learning
16 benchmarks
4544 papers with code
Disentanglement
3 benchmarks
724 papers with code
Graph Representation Learning
2 benchmarks
466 papers with code
Sentence Embeddings
3 benchmarks
252 papers with code
Network Embedding
162 papers with code
See all 17 tasks
2D Classification
Object Detection
407 benchmarks
4582 papers with code
Style Transfer
5 benchmarks
749 papers with code
Deblurring
34 benchmarks
401 papers with code
Backdoor Attack
208 papers with code
Neural Rendering
195 papers with code
See all 26 tasks
Classification
Classification
376 benchmarks
3726 papers with code
Text Classification
169 benchmarks
1290 papers with code
Graph Classification
77 benchmarks
472 papers with code
Multi-class Classification
5 benchmarks
279 papers with code
Audio Classification
29 benchmarks
178 papers with code
See all 25 tasks
Reinforcement Learning
Reinforcement Learning
1 benchmark
4052 papers with code
Deep Reinforcement Learning
1709 papers with code
Retrieval
Retrieval
25 benchmarks
5037 papers with code
Text Retrieval
16 benchmarks
317 papers with code
Deep Hashing
56 papers with code
Table Retrieval
1 benchmark
15 papers with code
2D Object Detection
Object Detection
407 benchmarks
4582 papers with code
Edge Detection
8 benchmarks
147 papers with code
2D Object Detection
464 benchmarks
117 papers with code
Open Vocabulary Object Detection
6 benchmarks
88 papers with code
Thermal Image Segmentation
7 benchmarks
70 papers with code
See all 17 tasks
Transfer Learning
Transfer Learning
21 benchmarks
3409 papers with code
Multi-Task Learning
13 benchmarks
1275 papers with code
Auxiliary Learning
30 papers with code
Transfer Reinforcement Learning
14 papers with code
Unsupervised Domain Expansion
2 benchmarks
2 papers with code
Reinforcement Learning (RL)
Reinforcement Learning (RL)
6 benchmarks
4531 papers with code
Off-policy evaluation
99 papers with code
Multi-Objective Reinforcement Learning
51 papers with code
3D Point Cloud Reinforcement Learning
1 benchmark
2 papers with code
RoomEnv-v0
1 benchmark
1 papers with code
See all 7 tasks
Domain Adaptation
Domain Adaptation
160 benchmarks
2343 papers with code
Unsupervised Domain Adaptation
41 benchmarks
848 papers with code
Domain Generalization
24 benchmarks
812 papers with code
Test-time Adaptation
1 benchmark
211 papers with code
Source-Free Domain Adaptation
14 benchmarks
98 papers with code
See all 14 tasks
General Classification
General Classification
11 benchmarks
3945 papers with code
Large Language Model
Large Language Model
25 benchmarks
1960 papers with code
Knowledge Graphs
57 benchmarks
1224 papers with code
RAG
599 papers with code
AI Agent
1 benchmark
97 papers with code
Decision Making
Decision Making
1 benchmark
2833 papers with code
Imitation Learning
667 papers with code
Data Augmentation
Data Augmentation
4 benchmarks
3155 papers with code
Image Augmentation
1 benchmark
122 papers with code
Text Augmentation
40 papers with code
Contrastive Learning
Contrastive Learning
4 benchmarks
2984 papers with code
Clustering
Clustering
3 benchmarks
2776 papers with code
Constrained Clustering
3 benchmarks
29 papers with code
Categorical data clustering
2 papers with code
Meta-Learning
Meta-Learning
73 benchmarks
1370 papers with code
Few-Shot Learning
69 benchmarks
1275 papers with code
Sample Probing
1 papers with code
universal meta-learning
1 papers with code
regression
regression
3 benchmarks
2409 papers with code
quantile regression
98 papers with code
Travel Time Estimation
1 benchmark
19 papers with code
BIG-bench Machine Learning
BIG-bench Machine Learning
2 benchmarks
2353 papers with code
Anomaly Detection
Anomaly Detection
157 benchmarks
1640 papers with code
Unsupervised Anomaly Detection
22 benchmarks
218 papers with code
One-Class Classification
72 papers with code
Supervised Anomaly Detection
2 benchmarks
65 papers with code
Graph Anomaly Detection
48 papers with code
See all 28 tasks
Federated Learning
Federated Learning
19 benchmarks
1738 papers with code
Personalized Federated Learning
7 benchmarks
113 papers with code
Vertical Federated Learning
46 papers with code
Collaborative Fairness
3 papers with code
Contribution Assessment
1 papers with code
See all 6 tasks
Few-Shot Learning
Few-Shot Learning
69 benchmarks
1275 papers with code
One-Shot Learning
1 benchmark
107 papers with code
Few-Shot Semantic Segmentation
17 benchmarks
102 papers with code
Cross-Domain Few-Shot
10 benchmarks
79 papers with code
Unsupervised Few-Shot Learning
13 papers with code
See all 13 tasks
Quantization
Quantization
12 benchmarks
1493 papers with code
Data Free Quantization
2 benchmarks
16 papers with code
UNET Quantization
1 papers with code
Computational Efficiency
Computational Efficiency
1 benchmark
1507 papers with code
AutoML
Neural Architecture Search
26 benchmarks
853 papers with code
Hyperparameter Optimization
1 benchmark
328 papers with code
AutoML
29 benchmarks
284 papers with code
Automated Feature Engineering
24 papers with code
Text-to-Image Generation
18 benchmarks
498 papers with code
Deblurring
34 benchmarks
401 papers with code
Conformal Prediction
250 papers with code
Image Deblurring
10 benchmarks
162 papers with code
Face Detection
17 benchmarks
146 papers with code
See all 21 tasks
Optical Character Recognition (OCR)
Active Learning
3 benchmarks
890 papers with code
Optical Character Recognition (OCR)
17 benchmarks
420 papers with code
Handwriting Recognition
6 benchmarks
50 papers with code
Handwritten Digit Recognition
2 benchmarks
28 papers with code
Irregular Text Recognition
5 papers with code
See all 10 tasks
Continual Learning
Continual Learning
62 benchmarks
1087 papers with code
Class Incremental Learning
25 benchmarks
291 papers with code
Continual Named Entity Recognition
3 benchmarks
3 papers with code
Continual Panoptic Segmentation
2 papers with code
unsupervised class-incremental learning
2 papers with code
See all 6 tasks
Zero-Shot Learning
Zero-Shot Learning
177 benchmarks
751 papers with code
Temporal Action Localization
96 benchmarks
487 papers with code
Generalized Zero-Shot Learning
12 benchmarks
63 papers with code
Compositional Zero-Shot Learning
4 benchmarks
29 papers with code
Multi-label zero-shot learning
3 benchmarks
15 papers with code
See all 8 tasks
Word Embeddings
Word Embeddings
1170 papers with code
Learning Word Embeddings
24 papers with code
Multilingual Word Embeddings
19 papers with code
Embeddings Evaluation
9 papers with code
Contextualised Word Representations
4 papers with code
Logical Reasoning
Navigate
610 papers with code
Logical Reasoning
21 benchmarks
302 papers with code
Temporal Sequences
1 benchmark
70 papers with code
Novel Concepts
65 papers with code
StrategyQA
20 papers with code
See all 23 tasks
Electroencephalogram (EEG)
EEG
560 papers with code
Electroencephalogram (EEG)
10 benchmarks
376 papers with code
Eeg Decoding
2 benchmarks
22 papers with code
EEG Denoising
5 papers with code
Attention Score Prediction
1 benchmark
3 papers with code
See all 8 tasks
Feature Engineering
Feature Engineering
14 benchmarks
466 papers with code
Imputation
13 benchmarks
449 papers with code
Active Learning
Active Learning
3 benchmarks
890 papers with code
Active Object Detection
2 benchmarks
6 papers with code
Dimensionality Reduction
Dimensionality Reduction
2 benchmarks
842 papers with code
Supervised dimensionality reduction
17 papers with code
Online nonnegative CP decomposition
1 papers with code
Neural Architecture Search
Neural Architecture Search
26 benchmarks
853 papers with code
Activation Function Synthesis
4 papers with code
Bayesian Inference
Bayesian Inference
1 benchmark
735 papers with code
Probabilistic Programming
92 papers with code
Bayesian Optimisation
Bayesian Optimization
667 papers with code
Bayesian Optimisation
97 papers with code
Gaussian Processes
Gaussian Processes
1 benchmark
672 papers with code
GPR
55 papers with code
Imitation Learning
Imitation Learning
667 papers with code
Behavioural cloning
16 papers with code
Stochastic Optimization
Stochastic Optimization
13 benchmarks
331 papers with code
Evolutionary Algorithms
236 papers with code
Distributed Optimization
1 benchmark
84 papers with code
Model Selection
Model Selection
631 papers with code
Metric Learning
Metric Learning
8 benchmarks
603 papers with code
Multi-Label Classification
Multi-Label Classification
37 benchmarks
451 papers with code
Missing Labels
48 papers with code
Extreme Multi-Label Classification
31 papers with code
Hierarchical Multi-label Classification
20 benchmarks
19 papers with code
Medical Code Prediction
7 benchmarks
16 papers with code
Multi-agent Reinforcement Learning
Multi-agent Reinforcement Learning
30 benchmarks
502 papers with code
SMAC
27 benchmarks
51 papers with code
Incremental Learning
Incremental Learning
22 benchmarks
528 papers with code
General Reinforcement Learning
Offline RL
2 benchmarks
295 papers with code
Model-based Reinforcement Learning
230 papers with code
Chatbot
Dialogue Generation
14 benchmarks
260 papers with code
Chatbot
15 benchmarks
259 papers with code
Model Compression
Model Compression
3 benchmarks
423 papers with code
Neural Network Compression
1 benchmark
76 papers with code
Density Estimation
Density Estimation
14 benchmarks
489 papers with code
Arbitrary Conditional Density Estimation
2 papers with code
Q-Learning
Q-Learning
456 papers with code
parameter-efficient fine-tuning
parameter-efficient fine-tuning
3 benchmarks
389 papers with code
Combinatorial Optimization
Combinatorial Optimization
383 papers with code
Multi-Armed Bandits
Multi-Armed Bandits
1 benchmark
243 papers with code
Thompson Sampling
132 papers with code
Computed Tomography (CT)
Computed Tomography (CT)
1 benchmark
356 papers with code
Stroke Classification
1 benchmark
4 papers with code
Explainable artificial intelligence
Explainable artificial intelligence
6 benchmarks
295 papers with code
Explainable Models
53 papers with code
Explanation Fidelity Evaluation
6 benchmarks
6 papers with code
FAD Curve Analysis
1 papers with code
Sequential Decision Making
Sequential Decision Making
338 papers with code
Feature Importance
Feature Importance
6 benchmarks
319 papers with code
Ensemble Learning
Ensemble Learning
1 benchmark
314 papers with code
Multiple Instance Learning
Multiple Instance Learning
5 benchmarks
305 papers with code
Zero-shot Generalization
Zero-shot Generalization
1 benchmark
272 papers with code
Outlier Detection
Outlier Detection
11 benchmarks
229 papers with code
One-class classifier
26 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
236 papers with code
Activity Prediction
motion prediction
225 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
11 benchmarks
218 papers with code
Data Mining
10 benchmarks
3 papers with code
Abstention Prediction
1 papers with code
Electrocardiography (ECG)
Mortality Prediction
3 benchmarks
73 papers with code
ECG Classification
21 benchmarks
47 papers with code
Electrocardiography (ECG)
40 benchmarks
42 papers with code
Arrhythmia Detection
5 benchmarks
29 papers with code
Heart Rate Variability
18 papers with code
See all 14 tasks
Data Mining
Argument Mining
7 benchmarks
97 papers with code
Opinion Mining
1 benchmark
62 papers with code
cognitive diagnosis
21 papers with code
Subgroup Discovery
17 papers with code
Sequential Pattern Mining
1 benchmark
9 papers with code
See all 8 tasks
Molecular Property Prediction
Molecular Property Prediction
22 benchmarks
193 papers with code
3D Geometry Prediction
2 benchmarks
6 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
Structured Prediction
Structured Prediction
1 benchmark
195 papers with code
Experimental Design
Experimental Design
191 papers with code
Efficient Exploration
Efficient Exploration
185 papers with code
Dictionary Learning
Dictionary Learning
173 papers with code
Matrix Completion
Matrix Completion
144 papers with code
Low-Rank Matrix Completion
27 papers with code
2-task Classification
Topological Data Analysis
164 papers with code
Point Processes
Point Processes
8 benchmarks
161 papers with code
Generalization Bounds
Generalization Bounds
156 papers with code
Machine Unlearning
Machine Unlearning
150 papers with code
Continual Forgetting
2 papers with code
Variable Selection
Variable Selection
145 papers with code
Deep Clustering
Deep Clustering
5 benchmarks
135 papers with code
Trajectory Clustering
6 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
92 papers with code
Missing Labels
48 papers with code
Bilevel Optimization
Bilevel Optimization
3 benchmarks
137 papers with code
Thompson Sampling
Thompson Sampling
132 papers with code
Unsupervised Pre-training
Unsupervised Pre-training
2 benchmarks
122 papers with code
Data Visualization
Data Visualization
112 papers with code
Tree Map Layout
1 papers with code
3D Reconstruction
Point cloud reconstruction
45 papers with code
3D Semantic Scene Completion
7 benchmarks
31 papers with code
Garment Reconstruction
1 benchmark
14 papers with code
3D Semantic Scene Completion from a single RGB image
3 benchmarks
11 papers with code
3D Room Layouts From A Single RGB Panorama
3 benchmarks
9 papers with code
See all 8 tasks
Hierarchical Reinforcement Learning
Hierarchical Reinforcement Learning
1 benchmark
108 papers with code
One-Shot Learning
One-Shot Learning
1 benchmark
107 papers with code
Medical waveform analysis
Electrocardiography (ECG)
40 benchmarks
42 papers with code
Photoplethysmography (PPG)
25 benchmarks
37 papers with code
Electromyography (EMG)
4 benchmarks
24 papers with code
Medical waveform analysis
60 benchmarks
2 papers with code
Remote Sensing
Remote Sensing Image Classification
1 benchmark
35 papers with code
Change detection for remote sensing images
2 benchmarks
23 papers with code
Building change detection for remote sensing images
2 benchmarks
19 papers with code
Segmentation Of Remote Sensing Imagery
15 papers with code
The Semantic Segmentation Of Remote Sensing Imagery
2 benchmarks
11 papers with code
See all 10 tasks
Privacy Preserving Deep Learning
Membership Inference Attack
74 papers with code
Privacy Preserving Deep Learning
29 papers with code
Policy Gradient Methods
Policy Gradient Methods
103 papers with code
Generalized Few-Shot Learning
Long-tail Learning
24 benchmarks
93 papers with code
Generalized Few-Shot Learning
27 benchmarks
9 papers with code
Multimodal Deep Learning
Multimodal Deep Learning
16 benchmarks
95 papers with code
Multimodal Text and Image Classification
15 benchmarks
5 papers with code
Long-tail Learning
Long-tail Learning
24 benchmarks
93 papers with code
Long-tail learning with class descriptors
4 benchmarks
6 papers with code
Bayesian Optimization
Bayesian Optimisation
97 papers with code
Additive models
Additive models
93 papers with code
Generalized Few-Shot Classification
Long-tail Learning
24 benchmarks
93 papers with code
Two-sample testing
Two-sample testing
5 benchmarks
84 papers with code
Kolmogorov-Arnold Networks
Kolmogorov-Arnold Networks
81 papers with code
Multi-Label Text Classification
Multi-Label Text Classification
20 benchmarks
77 papers with code
Entity Embeddings
Entity Embeddings
76 papers with code
Class Incremental Learning
Few-Shot Class-Incremental Learning
3 benchmarks
55 papers with code
Class-Incremental Semantic Segmentation
13 benchmarks
15 papers with code
Non-exemplar-based Class Incremental Learning
3 benchmarks
2 papers with code
Tensor Networks
Tensor Networks
70 papers with code
Inductive Learning
Inductive Learning
66 papers with code
Multi-Task Learning
Multi-task Language Understanding
5 benchmarks
43 papers with code
Task Arithmetic
22 papers with code
Decision Making Under Uncertainty
Decision Making Under Uncertainty
53 papers with code
Uncertainty Visualization
5 papers with code
Data Valuation
Data Valuation
50 papers with code
Data Interaction
6 papers with code
Model extraction
Model extraction
1 benchmark
55 papers with code
Sparse Learning
Sparse Learning
3 benchmarks
54 papers with code
Inductive logic programming
Inductive logic programming
1 benchmark
53 papers with code
Face Recognition
Face Image Quality Assessment
2 benchmarks
25 papers with code
Lightweight Face Recognition
7 benchmarks
12 papers with code
Synthetic Face Recognition
5 benchmarks
7 papers with code
Age-Invariant Face Recognition
4 benchmarks
5 papers with code
Face Quality Assessement
3 benchmarks
3 papers with code
See all 6 tasks
How To Refund A Wrong Transaction In Phonepe
Community Question Answering
2 benchmarks
50 papers with code
How to refund a wrong transaction in PhonePe
1 benchmark
1 papers with code
Clustering Algorithms Evaluation
Novel Class Discovery
3 benchmarks
39 papers with code
Clustering Algorithms Evaluation
13 benchmarks
8 papers with code
Medical Report Generation
Medical Report Generation
3 benchmarks
46 papers with code
Mutual Information Estimation
Mutual Information Estimation
43 papers with code
Distributional Reinforcement Learning
Distributional Reinforcement Learning
42 papers with code
Hard Attention
Hard Attention
41 papers with code
Novel Class Discovery
Novel Class Discovery
3 benchmarks
39 papers with code
Multiobjective Optimization
Multiobjective Optimization
38 papers with code
Crashworthiness optimisation
Partial Label Learning
Partial Label Learning
11 benchmarks
38 papers with code
Continual Pretraining
Continual Pretraining
3 benchmarks
32 papers with code
Extreme Multi-Label Classification
Extreme Multi-Label Classification
31 papers with code
L2 Regularization
L2 Regularization
31 papers with code
Density Ratio Estimation
Density Ratio Estimation
30 papers with code
One-class classifier
One-class classifier
26 papers with code
Normalising Flows
Normalising Flows
25 papers with code
Ordinal Classification
Ordinal Classification
1 benchmark
22 papers with code
Multi-Goal Reinforcement Learning
Multi-Goal Reinforcement Learning
1 benchmark
20 papers with code
Metaheuristic Optimization
Metaheuristic Optimization
18 papers with code
Dynamic neural networks
Dynamic neural networks
15 papers with code
rllib
rllib
15 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
Automatic Machine Learning Model Selection
Automatic Machine Learning Model Selection
7 papers with code
Smart Grid Prediction
1 papers with code
Semantic Similarity
Semantic Shift Detection
5 papers with code
Similarity Explanation
1 papers with code
Cyber Attack Detection
Cyber Attack Detection
6 papers with code
Deep imbalanced regression
Deep imbalanced regression
6 papers with code
Influence Approximation
Influence Approximation
4 papers with code
statistical independence testing
statistical independence testing
4 papers with code
Continued fraction
Continued fraction
3 papers with code
Federated Unsupervised Learning
Federated Unsupervised Learning
3 papers with code
input filtering
input filtering
3 papers with code
AI Agent
Agent-based model inverse problem
1 papers with code
N-Queens Problem - All Possible Solutions
1 benchmark
1 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
Network Identification
Network Identification
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
Subdomain adaptation
Subdomain adaptation
1 papers with code
Ticket Search
Ticket Search
1 papers with code
Web Credibility
Web Credibility
1 papers with code
Transfer Reinforcement Learning
