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40,176 benchmarks across 2,101 tasks

All Methodology Computer Vision Natural Language Processing Medical Miscellaneous Time Series Graphs Robots Knowledge Base Adversarial Audio Speech Playing Games Reasoning Computer Code Music

Methodology

Reinforcement Learning

7 benchmarks

18839 papers

General Classification

11 benchmarks

14581 papers

Retrieval

30 benchmarks

14297 papers

Classification

520 benchmarks

12815 papers

Decision Making

2 benchmarks

12311 papers

Clustering

11 benchmarks

10718 papers

Representation Learning

17 benchmarks

10580 papers

Transfer Learning

24 benchmarks

10307 papers

BIG-bench Machine Learning

2 benchmarks

10033 papers

regression

13 benchmarks

9424 papers

Deep Learning

0 benchmarks

9423 papers

Data Augmentation

4 benchmarks

8378 papers

Federated Learning

30 benchmarks

6771 papers

Contrastive Learning

4 benchmarks

6661 papers

Domain Adaptation

220 benchmarks

6439 papers

Large Language Model

98 benchmarks

6097 papers

Quantization

20 benchmarks

4925 papers

Anomaly Detection

276 benchmarks

4856 papers

Word Embeddings

0 benchmarks

4002 papers

Multi-Task Learning

16 benchmarks

3687 papers

Meta-Learning

109 benchmarks

3569 papers

Dimensionality Reduction

2 benchmarks

3304 papers

Active Learning

3 benchmarks

3073 papers

Few-Shot Learning

102 benchmarks

2964 papers

Continual Learning

75 benchmarks

2644 papers

Face Recognition

70 benchmarks

2329 papers

3D Reconstruction

71 benchmarks

2326 papers

Bayesian Inference

2 benchmarks

2226 papers

Imitation Learning

0 benchmarks

2122 papers

Model Selection

0 benchmarks

2050 papers

Gaussian Processes

1 benchmarks

1963 papers

Q-Learning

0 benchmarks

1918 papers

Neural Architecture Search

85 benchmarks

1915 papers

Bayesian Optimization

0 benchmarks

1900 papers

Zero-Shot Learning

344 benchmarks

1864 papers

Multi-agent Reinforcement Learning

41 benchmarks

1718 papers

Feature Engineering

21 benchmarks

1706 papers

Electroencephalogram (EEG)

8 benchmarks

1655 papers

Metric Learning

8 benchmarks

1648 papers

Semantic Similarity

13 benchmarks

1564 papers

Density Estimation

52 benchmarks

1394 papers

Stochastic Optimization

19 benchmarks

1387 papers

Incremental Learning

33 benchmarks

1371 papers

Model Compression

3 benchmarks

1356 papers

Combinatorial Optimization

0 benchmarks

1277 papers

Multi-Armed Bandits

1 benchmarks

1262 papers

Sequential Decision Making

0 benchmarks

1210 papers

Optical Character Recognition (OCR)

41 benchmarks

1209 papers

Ensemble Learning

1 benchmarks

1207 papers

Computed Tomography (CT)

1 benchmarks

1207 papers

Multi-Label Classification

89 benchmarks

1198 papers

Chatbot

43 benchmarks

971 papers

Explainable artificial intelligence

6 benchmarks

971 papers

parameter-efficient fine-tuning

3 benchmarks

935 papers

Feature Importance

6 benchmarks

890 papers

Dictionary Learning

0 benchmarks

823 papers

Matrix Completion

0 benchmarks

796 papers

Logical Reasoning

14 benchmarks

747 papers

Multiple Instance Learning

13 benchmarks

744 papers

Outlier Detection

11 benchmarks

703 papers

AutoML

96 benchmarks

641 papers

Structured Prediction

1 benchmarks

639 papers

Class Incremental Learning

28 benchmarks

634 papers

Zero-shot Generalization

1 benchmarks

572 papers

Point Processes

24 benchmarks

541 papers

Interpretable Machine Learning

16 benchmarks

537 papers

Network Pruning

11 benchmarks

534 papers

Efficient Exploration

0 benchmarks

514 papers

AI Agent

1 benchmarks

391 papers

Hierarchical Reinforcement Learning

1 benchmarks

384 papers

Policy Gradient Methods

0 benchmarks

382 papers

Molecular Property Prediction

32 benchmarks

354 papers

Two-sample testing

5 benchmarks

338 papers

Data Visualization

0 benchmarks

335 papers

Deep Clustering

9 benchmarks

307 papers

One-Shot Learning

1 benchmarks

305 papers

Multi-Label Learning

7 benchmarks

299 papers

Unsupervised Pre-training

3 benchmarks

265 papers

Decision Making Under Uncertainty

0 benchmarks

263 papers

Multimodal Deep Learning

28 benchmarks

213 papers

2D Object Detection

810 benchmarks

210 papers

Sparse Learning

3 benchmarks

185 papers

Model extraction

1 benchmarks

176 papers

Multi-Label Text Classification

64 benchmarks

171 papers

Multiobjective Optimization

0 benchmarks

155 papers

Inductive logic programming

2 benchmarks

153 papers

Entity Embeddings

0 benchmarks

151 papers

16k

996 benchmarks

146 papers

Long-tail Learning

29 benchmarks

131 papers

Electrocardiography (ECG)

84 benchmarks

117 papers

Medical Report Generation

22 benchmarks

110 papers

Activity Prediction

2 benchmarks

106 papers

Partial Label Learning

12 benchmarks

85 papers

General Reinforcement Learning

8 benchmarks

84 papers

One-class classifier

0 benchmarks

82 papers

Extreme Multi-Label Classification

0 benchmarks

75 papers

Continual Pretraining

3 benchmarks

70 papers

Metaheuristic Optimization

0 benchmarks

69 papers

Novel Class Discovery

3 benchmarks

65 papers

Privacy Preserving Deep Learning

0 benchmarks

59 papers

Cyber Attack Detection

0 benchmarks

41 papers

Transfer Reinforcement Learning

0 benchmarks

41 papers

Multi-Goal Reinforcement Learning

1 benchmarks

34 papers

Generalized Few-Shot Learning

43 benchmarks

13 papers

Clustering Algorithms Evaluation

20 benchmarks

12 papers

Generalized Few-Shot Classification

29 benchmarks

2 papers

2-task Classification

0 benchmarks

1 papers

Core set discovery

14 benchmarks

1 papers

Data Mining

15 benchmarks

0 papers

Automatic Machine Learning Model Selection

0 benchmarks

0 papers

Remote Sensing

16 benchmarks

0 papers

Bilevel Optimization

3 benchmarks

0 papers

Tensor Networks

0 benchmarks

0 papers

3D

2044 benchmarks

0 papers

Distributional Reinforcement Learning

0 benchmarks

0 papers

Bayesian Optimisation

0 benchmarks

0 papers

Normalising Flows

0 benchmarks

0 papers

Web Credibility

0 benchmarks

0 papers

L2 Regularization

0 benchmarks

0 papers

Information Plane

0 benchmarks

0 papers

Mutual Information Estimation

0 benchmarks

0 papers

Quantum Circuit Equivalence Checking

0 benchmarks

0 papers

Quantum Circuit Mapping

0 benchmarks

0 papers

Detection of Dependencies

0 benchmarks

0 papers

Influence Approximation

0 benchmarks

0 papers

Variable Selection

0 benchmarks

0 papers

statistical independence testing

0 benchmarks

0 papers

Ticket Search

0 benchmarks

0 papers

Generalization Bounds

0 benchmarks

0 papers

Additive models

0 benchmarks

0 papers

Density Ratio Estimation

0 benchmarks

0 papers

2D Classification

847 benchmarks

0 papers

Experimental Design

0 benchmarks

0 papers

Hard Attention

0 benchmarks

0 papers

Subdomain adaptation

0 benchmarks

0 papers

Medical waveform analysis

91 benchmarks

0 papers

Thompson Sampling

0 benchmarks

0 papers

Federated Unsupervised Learning

0 benchmarks

0 papers

Generative Semantic Nursing

0 benchmarks

0 papers

Data Valuation

0 benchmarks

0 papers

Result aggregation

0 benchmarks

0 papers

Constrained Clustering

11 benchmarks

0 papers

Artificial Global Workspace

0 benchmarks

0 papers

Machine Unlearning

0 benchmarks

0 papers

Ordinal Classification

1 benchmarks

0 papers

Computational Efficiency

1 benchmarks

0 papers

Network Identification

0 benchmarks

0 papers

Deep imbalanced regression

0 benchmarks

0 papers

Kolmogorov-Arnold Networks

0 benchmarks

0 papers

rllib

0 benchmarks

0 papers

Inductive Learning

0 benchmarks

0 papers

How To Refund A Wrong Transaction In Phonepe

3 benchmarks

0 papers

Dynamic neural networks

0 benchmarks

0 papers

Continued fraction

0 benchmarks

0 papers

input filtering

0 benchmarks

0 papers