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State of the Art

Explore state-of-the-art AI benchmarks, models, and research papers across various tasks

Categories

Browse AI tasks organized by research area

Computer Vision

916 tasks

Image Classification

176 benchmarks, 4,726 models, 878 papers

Image Generation

146 benchmarks, 1,275 models, 300 papers

Novel View Synthesis

129 benchmarks, 197 models, 71 papers

Object Detection

123 benchmarks, 2,673 models, 383 papers

Visual Question Answering (VQA)

108 benchmarks, 644 models, 245 papers

Natural Language Processing

396 tasks

Question Answering

240 benchmarks, 2,727 models, 470 papers

Large Language Model

159 benchmarks, 196 models, 57 papers

Machine Translation

104 benchmarks, 686 models, 171 papers

Named Entity Recognition (NER)

78 benchmarks, 565 models, 161 papers

Text Classification

73 benchmarks, 209 models, 112 papers

Medical

142 tasks

Medical Image Segmentation

59 benchmarks, 444 models, 124 papers

Drug Discovery

28 benchmarks, 39 models, 37 papers

Sleep Stage Detection

16 benchmarks, 89 models, 16 papers

Within-Session ERP

15 benchmarks, 9 models, 1 papers

Brain Tumor Segmentation

11 benchmarks, 21 models, 18 papers

Miscellaneous

135 tasks

Recommendation Systems

57 benchmarks, 328 models, 94 papers

Benchmarking

22 benchmarks, 38 models, 16 papers

Click-Through Rate Prediction

20 benchmarks, 60 models, 48 papers

Cross-Modal Retrieval

20 benchmarks, 88 models, 71 papers

Molecular Property Prediction

18 benchmarks, 253 models, 36 papers

Methodology

82 tasks

Anomaly Detection

79 benchmarks, 404 models, 257 papers

Classification

63 benchmarks, 109 models, 71 papers

Domain Adaptation

62 benchmarks, 198 models, 158 papers

Continual Learning

54 benchmarks, 91 models, 51 papers

parameter-efficient fine-tuning

43 benchmarks, 37 models, 19 papers

Time Series

47 tasks

Time Series Forecasting

86 benchmarks, 99 models, 76 papers

Time Series Classification

58 benchmarks, 57 models, 32 papers

Traffic Prediction

33 benchmarks, 66 models, 62 papers

GLinear

19 benchmarks, 21 models, 1 papers

Multivariate Time Series Forecasting

17 benchmarks, 65 models, 19 papers

Speech

47 tasks

Speech Recognition

65 benchmarks, 254 models, 136 papers

Speech Separation

19 benchmarks, 78 models, 47 papers

Speech Enhancement

17 benchmarks, 101 models, 66 papers

Speaker Diarization

16 benchmarks, 69 models, 11 papers

Text-To-Speech Synthesis

16 benchmarks, 32 models, 16 papers

Graphs

45 tasks

Node Classification

127 benchmarks, 1,993 models, 236 papers

Link Prediction

80 benchmarks, 696 models, 166 papers

Graph Classification

72 benchmarks, 938 models, 150 papers

Graph Regression

17 benchmarks, 313 models, 81 papers

Node Classification on Non-Homophilic (Heterophilic) Graphs

15 benchmarks, 450 models, 28 papers

Reasoning

38 tasks

Common Sense Reasoning

34 benchmarks, 259 models, 85 papers

Multimodal Reasoning

22 benchmarks, 50 models, 15 papers

Logical Reasoning

11 benchmarks, 44 models, 8 papers

Decision Making

10 benchmarks, 12 models, 4 papers

Arithmetic Reasoning

8 benchmarks, 164 models, 57 papers

Audio

38 tasks

Audio Classification

22 benchmarks, 152 models, 92 papers

Beat Tracking

15 benchmarks, 1 models, 1 papers

Speech Synthesis

14 benchmarks, 58 models, 24 papers

Downbeat Tracking

13 benchmarks, 1 models, 1 papers

Few-Shot Audio Classification

10 benchmarks, 79 models, 2 papers

Computer Code

28 tasks

Semantic Segmentation

162 benchmarks, 6,026 models, 702 papers

Code Generation

38 benchmarks, 222 models, 89 papers

Deblurring

29 benchmarks, 102 models, 73 papers

Text-To-SQL

14 benchmarks, 97 models, 41 papers

Source Code Summarization

9 benchmarks, 7 models, 4 papers

Robots

25 tasks

Robot Manipulation

17 benchmarks, 78 models, 33 papers

Visual Navigation

14 benchmarks, 37 models, 23 papers

Robotic Grasping

13 benchmarks, 42 models, 17 papers

Vision and Language Navigation

13 benchmarks, 163 models, 29 papers

Omniverse Isaac Gym

6 benchmarks, 8 models, 2 papers

Knowledge

21 tasks

Math Word Problem Solving

18 benchmarks, 879 models, 73 papers

Knowledge Graph Completion

14 benchmarks, 55 models, 12 papers

Multi-modal Entity Alignment

13 benchmarks, 57 models, 7 papers

Knowledge Graphs

11 benchmarks, 39 models, 7 papers

Entity Alignment

10 benchmarks, 49 models, 25 papers

Playing Games

16 tasks

Continuous Control

73 benchmarks, 21 models, 14 papers

Atari Games

64 benchmarks, 101 models, 69 papers

OpenAI Gym

17 benchmarks, 35 models, 9 papers

SMAC+

16 benchmarks, 128 models, 11 papers

SMAC

11 benchmarks, 102 models, 5 papers

Adversarial

11 tasks

Adversarial Attack

58 benchmarks, 45 models, 26 papers

Adversarial Defense

23 benchmarks, 37 models, 23 papers

Open-Domain Question Answering

22 benchmarks, 198 models, 43 papers

Adversarial Robustness

16 benchmarks, 29 models, 8 papers

Handwritten Text Recognition

14 benchmarks, 121 models, 20 papers

Music

7 tasks

Music Transcription

6 benchmarks, 55 models, 14 papers

Cover song identification

4 benchmarks, 10 models, 9 papers

Music Auto-Tagging

4 benchmarks, 13 models, 4 papers

Multi-instrument Music Transcription

2 benchmarks, 13 models, 3 papers

Music Genre Recognition

2 benchmarks, 3 models, 2 papers