Browse State-of-the-Art › Methodology

Methodology

1,112 benchmarks 429 tasks 1,746 datasets 69,253 papers with code archive 2025-07-28

Syntology code harvested from 16,865 of the papers with code counted above at least one sample ran for 12,790 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which tags 1,136 tables with Methodology; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

81 tasks in Methodology have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Anomaly Detection

76 benchmarks · 1,727 papers with code

Image Manipulation Detection

21 benchmarks · 38 papers with code

Unsupervised Anomaly Detection

18 benchmarks · 226 papers with code

Anomaly Detection In Surveillance Videos

7 benchmarks · 44 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

3D Anomaly Detection

3 benchmarks · 18 papers with code

5 shown of 28 sub-tasks (5 filed under another area). All sub-tasks of Anomaly Detection →

Classification

58 benchmarks · 3,778 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Text Classification

68 benchmarks · 1,308 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Medical Image Classification

11 benchmarks · 183 papers with code

Multi-class Classification

5 benchmarks · 289 papers with code

5 shown of 24 sub-tasks (6 filed under another area). All sub-tasks of Classification →

Domain Adaptation

58 benchmarks · 2,400 papers with code

Unsupervised Domain Adaptation

49 benchmarks · 864 papers with code

Domain Generalization

21 benchmarks · 859 papers with code

Source-Free Domain Adaptation

7 benchmarks · 103 papers with code

Partial Domain Adaptation

5 benchmarks · 20 papers with code

Universal Domain Adaptation

4 benchmarks · 31 papers with code

5 shown of 13 sub-tasks (4 filed under another area). All sub-tasks of Domain Adaptation →

Unsupervised Domain Adaptation

49 benchmarks · 864 papers with code

Online unsupervised domain adaptation

0 benchmarks · 3 papers with code

1 shown of 1 sub-task.

Continual Learning

33 benchmarks · 1,142 papers with code

Class Incremental Learning

6 benchmarks · 296 papers with code

TiROD

1 benchmark · 1 paper with code

Continual Named Entity Recognition

0 benchmarks · 3 papers with code

Continual Panoptic Segmentation

0 benchmarks · 2 papers with code

unsupervised class-incremental learning

0 benchmarks · 2 papers with code

5 shown of 5 sub-tasks (1 filed under another area).

Zero-Shot Learning

33 benchmarks · 787 papers with code

Transductive Zero-Shot Classification

23 benchmarks · 3 papers with code

Temporal Action Localization

14 benchmarks · 493 papers with code

Generalized Zero-Shot Learning

12 benchmarks · 63 papers with code

GZSL Video Classification

6 benchmarks · 3 papers with code

Compositional Zero-Shot Learning

4 benchmarks · 31 papers with code

5 shown of 7 sub-tasks (1 filed under another area). All sub-tasks of Zero-Shot Learning →

Few-Shot Learning

27 benchmarks · 1,297 papers with code

Few-Shot Semantic Segmentation

13 benchmarks · 102 papers with code

Few-Shot Audio Classification

10 benchmarks · 5 papers with code

Cross-Domain Few-Shot

9 benchmarks · 80 papers with code

Few-Shot Relation Classification

4 benchmarks · 10 papers with code

One-Shot Learning

1 benchmark · 107 papers with code

5 shown of 12 sub-tasks (2 filed under another area). All sub-tasks of Few-Shot Learning →

26 benchmarks · 859 papers with code

Activation Function Synthesis

0 benchmarks · 4 papers with code

1 shown of 1 sub-task.

Face Recognition

25 benchmarks · 639 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

Face Image Quality Assessment

2 benchmarks · 24 papers with code

5 shown of 6 sub-tasks (1 filed under another area). All sub-tasks of Face Recognition →

2D Object Detection

21 benchmarks · 118 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Edge Detection

8 benchmarks · 147 papers with code

Thermal Image Segmentation

7 benchmarks · 70 papers with code

Semi-Supervised Object Detection

7 benchmarks · 51 papers with code

2D Cyclist Detection

3 benchmarks · 5 papers with code

5 shown of 15 sub-tasks (6 filed under another area). All sub-tasks of 2D Object Detection →

Long-tail Learning

20 benchmarks · 93 papers with code

Long-tail learning with class descriptors

4 benchmarks · 6 papers with code

1 shown of 1 sub-task.

Molecular Property Prediction

18 benchmarks · 199 papers with code

3D Geometry Prediction

2 benchmarks · 6 papers with code

NMR J-coupling

1 benchmark · 1 paper with code

Odor Descriptor Prediction

1 benchmark · 1 paper with code

mixture property prediction

0 benchmarks · 1 paper with code

4 shown of 4 sub-tasks.

Density Estimation

14 benchmarks · 498 papers with code

Arbitrary Conditional Density Estimation

0 benchmarks · 2 papers with code

1 shown of 1 sub-task.

Federated Learning

12 benchmarks · 1,815 papers with code

Personalized Federated Learning

7 benchmarks · 117 papers with code

Vertical Federated Learning

0 benchmarks · 46 papers with code

Collaborative Fairness

0 benchmarks · 3 papers with code

Contribution Assessment

0 benchmarks · 1 paper with code

Model Posioning

0 benchmarks · 1 paper with code

5 shown of 5 sub-tasks.

Stochastic Optimization

12 benchmarks · 337 papers with code

Distributed Optimization

1 benchmark · 86 papers with code

Evolutionary Algorithms

0 benchmarks · 241 papers with code

2 shown of 2 sub-tasks.

Retrieval

11 benchmarks · 5,274 papers with code

Text Retrieval

16 benchmarks · 335 papers with code

Table Retrieval

1 benchmark · 15 papers with code

Deep Hashing

0 benchmarks · 56 papers with code

3 shown of 3 sub-tasks.

Outlier Detection

11 benchmarks · 234 papers with code

One-class classifier

0 benchmarks · 26 papers with code

outlier ensembles

0 benchmarks · 6 papers with code

Graph Outlier Detection

0 benchmarks · 5 papers with code

Outlier Interpretation

0 benchmarks · 2 papers with code

4 shown of 4 sub-tasks (1 filed under another area).

Quantization

10 benchmarks · 1,596 papers with code

Data Free Quantization

2 benchmarks · 16 papers with code

UNET Quantization

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

3D Reconstruction

10 benchmarks · 793 papers with code

3D Semantic Scene Completion

4 benchmarks · 34 papers with code

3D Room Layouts From A Single RGB Panorama

3 benchmarks · 9 papers with code

Unsupervised 3D Human Pose Estimation

2 benchmarks · 7 papers with code

Garment Reconstruction

1 benchmark · 15 papers with code

Point cloud reconstruction

0 benchmarks · 46 papers with code

5 shown of 7 sub-tasks (2 filed under another area). All sub-tasks of 3D Reconstruction →

Multi-Label Classification

10 benchmarks · 459 papers with code

Hierarchical Multi-label Classification

20 benchmarks · 19 papers with code

Medical Code Prediction

7 benchmarks · 16 papers with code

Missing Labels

0 benchmarks · 50 papers with code

Extreme Multi-Label Classification

0 benchmarks · 31 papers with code

4 shown of 4 sub-tasks (1 filed under another area).

Logical Reasoning

10 benchmarks · 330 papers with code

Temporal Sequences

1 benchmark · 75 papers with code

Physical Intuition

1 benchmark · 15 papers with code

Elementary Mathematics

1 benchmark · 5 papers with code

Epistemic Reasoning

1 benchmark · 5 papers with code

Metaphor Boolean

1 benchmark · 3 papers with code

5 shown of 22 sub-tasks (1 filed under another area). All sub-tasks of Logical Reasoning →

Clustering Algorithms Evaluation

10 benchmarks · 9 papers with code

Novel Class Discovery

3 benchmarks · 39 papers with code

1 shown of 1 sub-task.

Multi-Task Learning

8 benchmarks · 1,306 papers with code

Multi-task Language Understanding

5 benchmarks · 44 papers with code

Task Arithmetic

0 benchmarks · 24 papers with code

2 shown of 2 sub-tasks.

Semantic Similarity

7 benchmarks · 534 papers with code

Semantic Shift Detection

0 benchmarks · 5 papers with code

Similarity Explanation

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Transfer Learning

6 benchmarks · 3,502 papers with code

Multi-Task Learning

8 benchmarks · 1,306 papers with code

Unsupervised Domain Expansion

2 benchmarks · 2 papers with code

Auxiliary Learning

0 benchmarks · 30 papers with code

Transfer Reinforcement Learning

0 benchmarks · 14 papers with code

4 shown of 4 sub-tasks.

regression

6 benchmarks · 2,445 papers with code

Travel Time Estimation

1 benchmark · 19 papers with code

quantile regression

0 benchmarks · 102 papers with code

2 shown of 2 sub-tasks.

Optical Character Recognition (OCR)

6 benchmarks · 462 papers with code

Handwritten Text Recognition

13 benchmarks · 56 papers with code

Handwriting Recognition

3 benchmarks · 53 papers with code

Handwritten Digit Recognition

2 benchmarks · 29 papers with code

Active Learning

1 benchmark · 913 papers with code

Irregular Text Recognition

0 benchmarks · 5 papers with code

5 shown of 10 sub-tasks (2 filed under another area). All sub-tasks of Optical Character Recognition (OCR) →

Class Incremental Learning

6 benchmarks · 296 papers with code

Few-Shot Class-Incremental Learning

3 benchmarks · 55 papers with code

Non-exemplar-based Class Incremental Learning

3 benchmarks · 2 papers with code

Class-Incremental Semantic Segmentation

0 benchmarks · 16 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

General Reinforcement Learning

6 benchmarks · 40 papers with code

Offline RL

2 benchmarks · 310 papers with code

Model-based Reinforcement Learning

0 benchmarks · 234 papers with code

2 shown of 2 sub-tasks (1 filed under another area).

Representation Learning

5 benchmarks · 4,662 papers with code

Disentanglement

3 benchmarks · 744 papers with code

Graph Representation Learning

1 benchmark · 479 papers with code

Feature Upsampling

1 benchmark · 22 papers with code

Sentence Embeddings

0 benchmarks · 255 papers with code

Network Embedding

0 benchmarks · 165 papers with code

5 shown of 14 sub-tasks (3 filed under another area). All sub-tasks of Representation Learning →

Deep Clustering

5 benchmarks · 135 papers with code

Trajectory Clustering

0 benchmarks · 6 papers with code

Deep Nonparametric Clustering

0 benchmarks · 1 paper with code

NONPARAMETRIC DEEP CLUSTERING

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

Meta-Learning

4 benchmarks · 1,408 papers with code

Few-Shot Learning

27 benchmarks · 1,297 papers with code

Sample Probing

0 benchmarks · 1 paper with code

universal meta-learning

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

AutoML

4 benchmarks · 295 papers with code

Neural Architecture Search

26 benchmarks · 859 papers with code

Hyperparameter Optimization

1 benchmark · 339 papers with code

Automated Feature Engineering

0 benchmarks · 23 papers with code

3 shown of 3 sub-tasks.

Data Augmentation

3 benchmarks · 3,225 papers with code

Image Augmentation

1 benchmark · 127 papers with code

Text Augmentation

0 benchmarks · 41 papers with code

2 shown of 2 sub-tasks (1 filed under another area).

Multi-agent Reinforcement Learning

3 benchmarks · 522 papers with code

SMAC

11 benchmarks · 54 papers with code

1 shown of 1 sub-task (1 filed under another area).

Electroencephalogram (EEG)

3 benchmarks · 378 papers with code

Semanticity prediction

2 benchmarks · 2 papers with code

Eeg Decoding

1 benchmark · 24 papers with code

Attention Score Prediction

1 benchmark · 3 papers with code

Noise Level Prediction

1 benchmark · 2 papers with code

LWR Classification

1 benchmark · 1 paper with code

5 shown of 7 sub-tasks (2 filed under another area). All sub-tasks of Electroencephalogram (EEG) →

Generalized Few-Shot Learning

3 benchmarks · 9 papers with code

Long-tail Learning

20 benchmarks · 93 papers with code

1 shown of 1 sub-task.

Reinforcement Learning (RL)

2 benchmarks · 4,749 papers with code

3D Point Cloud Reinforcement Learning

1 benchmark · 2 papers with code

RoomEnv-v0

1 benchmark · 1 paper with code

RoomEnv-v1

1 benchmark · 1 paper with code

RoomEnv-v2

1 benchmark · 1 paper with code

Off-policy evaluation

0 benchmarks · 102 papers with code

5 shown of 6 sub-tasks. All sub-tasks of Reinforcement Learning (RL) →

Decision Making

2 benchmarks · 2,946 papers with code

Imitation Learning

0 benchmarks · 691 papers with code

1 shown of 1 sub-task.

Dimensionality Reduction

2 benchmarks · 857 papers with code

Supervised dimensionality reduction

0 benchmarks · 18 papers with code

Online nonnegative CP decomposition

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Model Compression

2 benchmarks · 440 papers with code

Neural Network Compression

1 benchmark · 77 papers with code

1 shown of 1 sub-task.

Reinforcement Learning

1 benchmark · 4,183 papers with code

Deep Reinforcement Learning

0 benchmarks · 1,739 papers with code

1 shown of 1 sub-task.

Active Learning

1 benchmark · 913 papers with code

Active Object Detection

2 benchmarks · 6 papers with code

1 shown of 1 sub-task.

Bayesian Inference

1 benchmark · 747 papers with code

Probabilistic Programming

0 benchmarks · 92 papers with code

1 shown of 1 sub-task.

Gaussian Processes

1 benchmark · 685 papers with code

GPR

0 benchmarks · 62 papers with code

1 shown of 1 sub-task (1 filed under another area).

Feature Engineering

1 benchmark · 472 papers with code

Imputation

4 benchmarks · 479 papers with code

1 shown of 1 sub-task (1 filed under another area).

Chatbot

1 benchmark · 269 papers with code

Dialogue Generation

13 benchmarks · 265 papers with code

1 shown of 1 sub-task (1 filed under another area).

Multi-Armed Bandits

1 benchmark · 253 papers with code

Thompson Sampling

0 benchmarks · 135 papers with code

1 shown of 1 sub-task.

Interpretable Machine Learning

1 benchmark · 226 papers with code

Data Mining

0 benchmarks · 4 papers with code

Abstention Prediction

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Multimodal Deep Learning

1 benchmark · 97 papers with code

Multimodal Text and Image Classification

3 benchmarks · 5 papers with code

1 shown of 1 sub-task (1 filed under another area).

Multi-Label Learning

1 benchmark · 92 papers with code

Missing Labels

0 benchmarks · 50 papers with code

1 shown of 1 sub-task.

16k

1 benchmark · 87 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Image Super-Resolution

69 benchmarks · 783 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

Scene Generation

6 benchmarks · 122 papers with code

Shadow Removal

5 benchmarks · 71 papers with code

5 shown of 6 sub-tasks (6 filed under another area). All sub-tasks of 16k →

Activity Prediction

1 benchmark · 33 papers with code

Sequential skip prediction

1 benchmark · 4 papers with code

motion prediction

0 benchmarks · 234 papers with code

Cyber Attack Detection

0 benchmarks · 6 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

Clustering

0 benchmarks · 2,823 papers with code

Constrained Clustering

0 benchmarks · 29 papers with code

Categorical data clustering

0 benchmarks · 2 papers with code

2 shown of 2 sub-tasks.

Deep Learning

0 benchmarks · 2,693 papers with code

Polynomial Neural Networks

0 benchmarks · 10 papers with code

1 shown of 1 sub-task.

Large Language Model

0 benchmarks · 2,250 papers with code

Knowledge Graphs

4 benchmarks · 1,273 papers with code

RAG

1 benchmark · 758 papers with code

AI Agent

0 benchmarks · 111 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

Word Embeddings

0 benchmarks · 1,177 papers with code

Learning Word Embeddings

0 benchmarks · 24 papers with code

Multilingual Word Embeddings

0 benchmarks · 19 papers with code

Embeddings Evaluation

0 benchmarks · 10 papers with code

Contextualised Word Representations

0 benchmarks · 4 papers with code

4 shown of 4 sub-tasks.

Imitation Learning

0 benchmarks · 691 papers with code

Behavioural cloning

0 benchmarks · 16 papers with code

1 shown of 1 sub-task.

Bayesian Optimization

0 benchmarks · 686 papers with code

Bayesian Optimisation

0 benchmarks · 97 papers with code

1 shown of 1 sub-task.

Computed Tomography (CT)

0 benchmarks · 361 papers with code

Stroke Classification

1 benchmark · 4 papers with code

1 shown of 1 sub-task.

Explainable artificial intelligence

0 benchmarks · 305 papers with code

Explanation Fidelity Evaluation

6 benchmarks · 6 papers with code

Explainable Models

0 benchmarks · 53 papers with code

FAD Curve Analysis

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

Machine Unlearning

0 benchmarks · 173 papers with code

Continual Forgetting

0 benchmarks · 2 papers with code

1 shown of 1 sub-task.

Matrix Completion

0 benchmarks · 153 papers with code

Low-Rank Matrix Completion

0 benchmarks · 27 papers with code

1 shown of 1 sub-task.

Data Visualization

0 benchmarks · 117 papers with code

Tree Map Layout

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

AI Agent

0 benchmarks · 111 papers with code

N-Queens Problem - All Possible Solutions

1 benchmark · 1 paper with code

Agent-based model inverse problem

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Bayesian Optimisation

0 benchmarks · 97 papers with code

Bayesian Optimization

0 benchmarks · 686 papers with code

1 shown of 1 sub-task.

Decision Making Under Uncertainty

0 benchmarks · 57 papers with code

Uncertainty Visualization

0 benchmarks · 5 papers with code

1 shown of 1 sub-task.

Data Valuation

0 benchmarks · 53 papers with code

Data Interaction

0 benchmarks · 7 papers with code

1 shown of 1 sub-task.

Electrocardiography (ECG)

0 benchmarks · 45 papers with code

ECG Classification

5 benchmarks · 49 papers with code

Arrhythmia Detection

5 benchmarks · 30 papers with code

Heartbeat Classification

3 benchmarks · 8 papers with code

QRS Complex Detection

3 benchmarks · 2 papers with code

Mortality Prediction

2 benchmarks · 77 papers with code

5 shown of 13 sub-tasks (3 filed under another area). All sub-tasks of Electrocardiography (ECG) →

Multiobjective Optimization

0 benchmarks · 38 papers with code

Crashworthiness optimisation

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Privacy Preserving Deep Learning

0 benchmarks · 30 papers with code

Membership Inference Attack

0 benchmarks · 78 papers with code

Homomorphic Encryption for Deep Learning

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Constrained Clustering

0 benchmarks · 29 papers with code

Incremental Constrained Clustering

2 benchmarks · 1 paper with code

Only Connect Walls Dataset Task 1 (Grouping)

1 benchmark · 10 papers with code

2 shown of 2 sub-tasks.

Automatic Machine Learning Model Selection

0 benchmarks · 7 papers with code

Smart Grid Prediction

0 benchmarks · 1 paper with code

1 shown of 1 sub-task (1 filed under another area).

Data Mining

0 benchmarks · 4 papers with code

Argument Mining

1 benchmark · 98 papers with code

Opinion Mining

1 benchmark · 64 papers with code

Sequential Pattern Mining

1 benchmark · 9 papers with code

CSV dialect detection

1 benchmark · 1 paper with code

cognitive diagnosis

0 benchmarks · 22 papers with code

5 shown of 7 sub-tasks (1 filed under another area). All sub-tasks of Data Mining →

Medical waveform analysis

0 benchmarks · 2 papers with code

Electrocardiography (ECG)

0 benchmarks · 45 papers with code

Electromyography (EMG)

0 benchmarks · 26 papers with code

2 shown of 2 sub-tasks (1 filed under another area).

2-task Classification

0 benchmarks · 1 paper with code

Topological Data Analysis

0 benchmarks · 166 papers with code

1 shown of 1 sub-task (1 filed under another area).

Generalized Few-Shot Classification

0 benchmarks · 1 paper with code

Long-tail Learning

20 benchmarks · 93 papers with code

1 shown of 1 sub-task.

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (9 filed under another area). All sub-tasks of 2D Classification →

3D

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Pose Estimation

31 benchmarks · 1,679 papers with code

Depth Estimation

14 benchmarks · 1,029 papers with code

3D Reconstruction

10 benchmarks · 793 papers with code

3D Face Reconstruction

9 benchmarks · 83 papers with code

5 shown of 38 sub-tasks (19 filed under another area). All sub-tasks of 3D →

Detection of Dependencies

0 benchmarks · 0 papers with code

Detection of Higher Order Dependencies

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Remote Sensing

0 benchmarks · 0 papers with code

Extracting Buildings In Remote Sensing Images

3 benchmarks · 10 papers with code

Change detection for remote sensing images

2 benchmarks · 24 papers with code

Building change detection for remote sensing images

2 benchmarks · 19 papers with code

The Semantic Segmentation Of Remote Sensing Imagery

2 benchmarks · 11 papers with code

Remote Sensing Image Classification

1 benchmark · 39 papers with code

5 shown of 8 sub-tasks (3 filed under another area). All sub-tasks of Remote Sensing →

Tasks with no parent task

70 tasks in Methodology sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Incremental Learning

22 benchmarks · 542 papers with code

Core set discovery

14 benchmarks · 1 paper with code

General Classification

11 benchmarks · 3,945 papers with code

Partial Label Learning

11 benchmarks · 38 papers with code

Metric Learning

8 benchmarks · 613 papers with code

Point Processes

8 benchmarks · 164 papers with code

Feature Importance

6 benchmarks · 335 papers with code

Multiple Instance Learning

5 benchmarks · 322 papers with code

Network Pruning

5 benchmarks · 239 papers with code

Two-sample testing

5 benchmarks · 84 papers with code

Contrastive Learning

4 benchmarks · 3,104 papers with code

parameter-efficient fine-tuning

3 benchmarks · 441 papers with code

Bilevel Optimization

3 benchmarks · 143 papers with code

Sparse Learning

3 benchmarks · 52 papers with code

Medical Report Generation

3 benchmarks · 46 papers with code

Continual Pretraining

3 benchmarks · 34 papers with code

BIG-bench Machine Learning

2 benchmarks · 2,352 papers with code

Unsupervised Pre-training

2 benchmarks · 126 papers with code

Computational Efficiency

1 benchmark · 1,644 papers with code

Ensemble Learning

1 benchmark · 317 papers with code

Zero-shot Generalization

1 benchmark · 301 papers with code

Structured Prediction

1 benchmark · 195 papers with code

Hierarchical Reinforcement Learning

1 benchmark · 111 papers with code

Model extraction

1 benchmark · 57 papers with code

Inductive logic programming

1 benchmark · 54 papers with code

Ordinal Classification

1 benchmark · 22 papers with code

Multi-Goal Reinforcement Learning

1 benchmark · 20 papers with code

Model Selection

0 benchmarks · 658 papers with code

Q-Learning

0 benchmarks · 463 papers with code

Combinatorial Optimization

0 benchmarks · 401 papers with code

Sequential Decision Making

0 benchmarks · 351 papers with code

Experimental Design

0 benchmarks · 197 papers with code

Efficient Exploration

0 benchmarks · 189 papers with code

Dictionary Learning

0 benchmarks · 180 papers with code

Generalization Bounds

0 benchmarks · 161 papers with code

Variable Selection

0 benchmarks · 145 papers with code

Policy Gradient Methods

0 benchmarks · 103 papers with code

Kolmogorov-Arnold Networks

0 benchmarks · 98 papers with code

Additive models

0 benchmarks · 95 papers with code

Entity Embeddings

0 benchmarks · 76 papers with code

Tensor Networks

0 benchmarks · 71 papers with code

Inductive Learning

0 benchmarks · 66 papers with code

Distributional Reinforcement Learning

0 benchmarks · 43 papers with code

Mutual Information Estimation

0 benchmarks · 43 papers with code

Hard Attention

0 benchmarks · 41 papers with code

Density Ratio Estimation

0 benchmarks · 32 papers with code

L2 Regularization

0 benchmarks · 32 papers with code

X-ray Classification

0 benchmarks · 27 papers with code

Normalising Flows

0 benchmarks · 26 papers with code

Metaheuristic Optimization

0 benchmarks · 18 papers with code

rllib

0 benchmarks · 16 papers with code

Dynamic neural networks

0 benchmarks · 15 papers with code

Information Plane

0 benchmarks · 11 papers with code

Deep imbalanced regression

0 benchmarks · 6 papers with code

Influence Approximation

0 benchmarks · 4 papers with code

Music Genre Transfer

0 benchmarks · 4 papers with code

statistical independence testing

0 benchmarks · 4 papers with code

Continued fraction

0 benchmarks · 3 papers with code

Federated Unsupervised Learning

0 benchmarks · 3 papers with code

input filtering

0 benchmarks · 3 papers with code

Generative Semantic Nursing

0 benchmarks · 2 papers with code

Network Identification

0 benchmarks · 2 papers with code

Artificial Global Workspace

0 benchmarks · 1 paper with code

Result aggregation

0 benchmarks · 1 paper with code

Subdomain adaptation

0 benchmarks · 1 paper with code

Ticket Search

0 benchmarks · 1 paper with code

Web Credibility

0 benchmarks · 1 paper with code

When should a hot water tank be replaced?

0 benchmarks · 1 paper with code

Quantum Circuit Equivalence Checking

0 benchmarks · 0 papers with code

Quantum Circuit Mapping

0 benchmarks · 0 papers with code

6 tasks in Methodology are filed only under a parent task from another area and are not listed on this page; the parent's task page carries them.

The archive's category table says 431 tasks; 429 task rows carry this area name.

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.