Browse State-of-the-Art › Time Series
Time Series
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 agrees here; 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
44 tasks in Time Series 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.
- Time Series Forecasting (6)
- Classification (24)
- Action Recognition (15)
- Time Series Classification (2)
- Traffic Prediction (1)
- Trajectory Prediction (3)
- Video Prediction (2)
- Multivariate Time Series Forecasting (1)
- Action Detection (8)
- Human Activity Recognition (1)
- regression (2)
- Weather Forecasting (1)
- Imputation (1)
- Activity Recognition (11)
- Time Series Regression (1)
- Time Series Analysis (12)
- Electroencephalogram (EEG) (7)
- Lip Reading (1)
- Stock Market Prediction (3)
- 10-shot image generation (21)
- Synthetic Data Generation (2)
- Mathematical Question Answering (1)
- Activity Prediction (3)
- Eeg Decoding (1)
- Stock Trend Prediction (1)
- Activity Recognition In Videos (1)
- 1 Image, 2*2 Stitchi (12)
- Edge-computing (2)
- Brain Computer Interface (4)
- Spatio-Temporal Forecasting (1)
- energy management (1)
- Sleep Staging (4)
- Stock Prediction (3)
- Predictive Process Monitoring (1)
- Chemical Process (1)
- Intelligent Communication (2)
- ENF (Electric Network Frequency) Extraction (1)
- Human Behavior Forecasting (1)
- Multimodal Association (1)
- 3D Video Frame Interpolation (1)
- NLP based Person Retrival (1)
- PHMbench (1)
- Phonocardiogram Classification (1)
- 3D (38)
Time Series Forecasting
86 benchmarks · 714 papers with codeMultivariate Time Series Forecasting
17 benchmarks · 153 papers with code
Correlated Time Series Forecasting
4 benchmarks · 4 papers with code
Probabilistic Time Series Forecasting
3 benchmarks · 37 papers with code
Univariate Time Series Forecasting
3 benchmarks · 29 papers with code
New Product Sales Forecasting
2 benchmarks · 4 papers with code
5 shown of 6 sub-tasks. All sub-tasks of Time Series Forecasting →
Classification
58 benchmarks · 3,778 papers with codeGraph 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 →
Action Recognition
56 benchmarks · 1,058 papers with codeAction Recognition In Videos
17 benchmarks · 71 papers with code
Action Triplet Recognition
7 benchmarks · 9 papers with code
Self-Supervised Action Recognition
6 benchmarks · 35 papers with code
Few Shot Action Recognition
5 benchmarks · 31 papers with code
3D Action Recognition
3 benchmarks · 38 papers with code
5 shown of 15 sub-tasks (4 filed under another area). All sub-tasks of Action Recognition →
Time Series Classification
52 benchmarks · 328 papers with codeSemi-supervised time series classification
0 benchmarks · 4 papers with code
Classification on Time Series with Missing Data
0 benchmarks · 3 papers with code
2 shown of 2 sub-tasks.
Traffic Prediction
33 benchmarks · 164 papers with codeTraffic Data Imputation
2 benchmarks · 14 papers with code
1 shown of 1 sub-task.
Trajectory Prediction
32 benchmarks · 341 papers with codeTrajectory Forecasting
4 benchmarks · 89 papers with code
Out-of-Sight Trajectory Prediction
1 benchmark · 1 paper with code
Human motion prediction
0 benchmarks · 68 papers with code
3 shown of 3 sub-tasks (1 filed under another area).
Video Prediction
19 benchmarks · 208 papers with codeEarth Surface Forecasting
4 benchmarks · 6 papers with code
Predict Future Video Frames
0 benchmarks · 4 papers with code
2 shown of 2 sub-tasks.
Multivariate Time Series Forecasting
17 benchmarks · 153 papers with codeGLinear
19 benchmarks · 1 paper with code
1 shown of 1 sub-task.
Action Detection
11 benchmarks · 277 papers with codeSkeleton Based Action Recognition
34 benchmarks · 219 papers with code
Human Activity Recognition
8 benchmarks · 195 papers with code
Online Action Detection
3 benchmarks · 21 papers with code
Audio-Visual Active Speaker Detection
2 benchmarks · 13 papers with code
Few Shot Temporal Action Localization
2 benchmarks · 2 papers with code
5 shown of 8 sub-tasks. All sub-tasks of Action Detection →
Human Activity Recognition
8 benchmarks · 195 papers with codeSports Activity Recognition
1 benchmark · 1 paper with code
1 shown of 1 sub-task.
regression
6 benchmarks · 2,445 papers with codeTravel Time Estimation
1 benchmark · 19 papers with code
quantile regression
0 benchmarks · 102 papers with code
2 shown of 2 sub-tasks.
Weather Forecasting
5 benchmarks · 188 papers with codeSolar Irradiance Forecasting
1 benchmark · 10 papers with code
1 shown of 1 sub-task.
Imputation
4 benchmarks · 479 papers with codeMultivariate Time Series Imputation
9 benchmarks · 29 papers with code
1 shown of 1 sub-task.
Activity Recognition
4 benchmarks · 330 papers with codeAction Recognition
56 benchmarks · 1,058 papers with code
Multimodal Activity Recognition
10 benchmarks · 12 papers with code
Human Activity Recognition
8 benchmarks · 195 papers with code
Human action generation
7 benchmarks · 10 papers with code
Group Activity Recognition
2 benchmarks · 18 papers with code
5 shown of 11 sub-tasks (2 filed under another area). All sub-tasks of Activity Recognition →
Time Series Regression
4 benchmarks · 35 papers with codeCOVID-19 Modelling
1 benchmark · 2 papers with code
1 shown of 1 sub-task.
Time Series Analysis
3 benchmarks · 1,993 papers with codeTime Series Forecasting
86 benchmarks · 714 papers with code
Time Series Anomaly Detection
8 benchmarks · 127 papers with code
Time Series Regression
4 benchmarks · 35 papers with code
Time Series Prediction
2 benchmarks · 156 papers with code
Time Series Clustering
1 benchmark · 36 papers with code
5 shown of 12 sub-tasks (1 filed under another area). All sub-tasks of Time Series Analysis →
Electroencephalogram (EEG)
3 benchmarks · 378 papers with codeSemanticity 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. All sub-tasks of Electroencephalogram (EEG) →
Lip Reading
3 benchmarks · 49 papers with codeLip password classification
1 benchmark · 1 paper with code
1 shown of 1 sub-task.
Stock Market Prediction
3 benchmarks · 42 papers with codeStock Price Prediction
1 benchmark · 30 papers with code
Stock Trend Prediction
1 benchmark · 15 papers with code
Stock Prediction
0 benchmarks · 29 papers with code
3 shown of 3 sub-tasks.
10-shot image generation
3 benchmarks · 21 papers with codeSemantic Segmentation
150 benchmarks · 6,644 papers with code
Text-to-Image Generation
17 benchmarks · 546 papers with code
Deblurring
17 benchmarks · 424 papers with code
Motion Synthesis
13 benchmarks · 126 papers with code
Image Deblurring
9 benchmarks · 167 papers with code
5 shown of 21 sub-tasks (15 filed under another area). All sub-tasks of 10-shot image generation →
Synthetic Data Generation
2 benchmarks · 325 papers with codeSynthetic Outliers Evaluation
3 benchmarks · 0 papers with code
Synthetic Data Evaluation
1 benchmark · 1 paper with code
2 shown of 2 sub-tasks.
Mathematical Question Answering
2 benchmarks · 9 papers with codeMath Word Problem Solving
13 benchmarks · 80 papers with code
1 shown of 1 sub-task (1 filed under another area).
Activity Prediction
1 benchmark · 33 papers with codeSequential 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 (2 filed under another area).
Eeg Decoding
1 benchmark · 24 papers with codeEEG Signal Classification
1 benchmark · 8 papers with code
1 shown of 1 sub-task.
Stock Trend Prediction
1 benchmark · 15 papers with codeStock Market Prediction
3 benchmarks · 42 papers with code
1 shown of 1 sub-task.
Activity Recognition In Videos
1 benchmark · 10 papers with codeActivity Prediction
1 benchmark · 33 papers with code
1 shown of 1 sub-task.
1 Image, 2*2 Stitchi
1 benchmark · 3 papers with codePose Estimation
31 benchmarks · 1,679 papers with code
Text-to-Image Generation
17 benchmarks · 546 papers with code
Image Deblurring
9 benchmarks · 167 papers with code
Virtual Try-on
9 benchmarks · 114 papers with code
Style Transfer
3 benchmarks · 759 papers with code
5 shown of 12 sub-tasks (10 filed under another area). All sub-tasks of 1 Image, 2*2 Stitchi →
Edge-computing
0 benchmarks · 223 papers with codeDevice-Cloud Collaboration
0 benchmarks · 1 paper with code
Tiling & Deployment
0 benchmarks · 1 paper with code
2 shown of 2 sub-tasks.
Brain Computer Interface
0 benchmarks · 112 papers with codeMotor Imagery
0 benchmarks · 81 papers with code
ERP
0 benchmarks · 30 papers with code
channel selection
0 benchmarks · 27 papers with code
SSVEP
0 benchmarks · 19 papers with code
4 shown of 4 sub-tasks (3 filed under another area).
Spatio-Temporal Forecasting
0 benchmarks · 50 papers with codeHuman Behavior Forecasting
0 benchmarks · 3 papers with code
1 shown of 1 sub-task.
energy management
0 benchmarks · 49 papers with codeenergy trading
0 benchmarks · 8 papers with code
1 shown of 1 sub-task.
Sleep Staging
0 benchmarks · 46 papers with codeW-R-L-D Sleep Staging
1 benchmark · 1 paper with code
W-R-N Sleep Staging
1 benchmark · 1 paper with code
EEG based sleep staging
0 benchmarks · 7 papers with code
ECG based Sleep Staging
0 benchmarks · 2 papers with code
4 shown of 4 sub-tasks.
Stock Prediction
0 benchmarks · 29 papers with codePAIR TRADING
2 benchmarks · 2 papers with code
Text-Based Stock Prediction
0 benchmarks · 4 papers with code
Event-Driven Trading
0 benchmarks · 1 paper with code
3 shown of 3 sub-tasks.
Predictive Process Monitoring
0 benchmarks · 25 papers with codePrognosis
0 benchmarks · 241 papers with code
1 shown of 1 sub-task.
Chemical Process
0 benchmarks · 11 papers with codeGeochemistry
0 benchmarks · 2 papers with code
1 shown of 1 sub-task.
Intelligent Communication
0 benchmarks · 9 papers with codeSemantic Communication
1 benchmark · 44 papers with code
Beam Prediction
1 benchmark · 11 papers with code
2 shown of 2 sub-tasks.
ENF (Electric Network Frequency) Extraction
0 benchmarks · 6 papers with codeENF (Electric Network Frequency) Extraction from Video
0 benchmarks · 3 papers with code
1 shown of 1 sub-task.
Human Behavior Forecasting
0 benchmarks · 3 papers with codeSocial Cue Forecasting
0 benchmarks · 1 paper with code
1 shown of 1 sub-task.
Multimodal Association
0 benchmarks · 3 papers with codemultimodal generation
1 benchmark · 53 papers with code
1 shown of 1 sub-task.
3D Video Frame Interpolation
0 benchmarks · 1 paper with codeVideo Style Transfer
0 benchmarks · 15 papers with code
1 shown of 1 sub-task (1 filed under another area).
NLP based Person Retrival
0 benchmarks · 1 paper with codeDecoder
1 benchmark · 4,358 papers with code
1 shown of 1 sub-task.
PHMbench
0 benchmarks · 1 paper with codePHM-Vibench
0 benchmarks · 1 paper with code
1 shown of 1 sub-task.
Phonocardiogram Classification
0 benchmarks · 1 paper with codeClassify murmurs
1 benchmark · 3 papers with code
1 shown of 1 sub-task.
3D
0 benchmarks · 0 papers with codeObject 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 (20 filed under another area). All sub-tasks of 3D →
Tasks with no parent task
43 tasks in Time Series 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.
Change Point Detection
3 benchmarks · 97 papers with code
Prediction
2 benchmarks · 2,835 papers with code
Remaining Useful Lifetime Estimation
2 benchmarks · 7 papers with code
Computational Efficiency
1 benchmark · 1,644 papers with code
Fault Diagnosis
1 benchmark · 70 papers with code
Portfolio Optimization
1 benchmark · 61 papers with code
Fire Detection
1 benchmark · 18 papers with code
Trajectory Modeling
1 benchmark · 17 papers with code
Early Classification
1 benchmark · 15 papers with code
Transferability
1 benchmark · 5 papers with code
Social Media Popularity Prediction
1 benchmark · 4 papers with code
Predict clinical outcome
1 benchmark · 3 papers with code
Li-ion State of Health Estimation
1 benchmark · 2 papers with code
Short-observation new product sales forecasting
1 benchmark · 2 papers with code
Sleep spindles detection
1 benchmark · 2 papers with code
Model Predictive Control
0 benchmarks · 260 papers with code
Dynamic Time Warping
0 benchmarks · 130 papers with code
Irregular Time Series
0 benchmarks · 49 papers with code
Time Series Generation
0 benchmarks · 36 papers with code
Algorithmic Trading
0 benchmarks · 22 papers with code
Non-Intrusive Load Monitoring
0 benchmarks · 18 papers with code
Time-to-Event Prediction
0 benchmarks · 15 papers with code
Solar Flare Prediction
0 benchmarks · 13 papers with code
Sequential Bayesian Inference
0 benchmarks · 11 papers with code
Unsupervised Spatial Clustering
0 benchmarks · 6 papers with code
Automatic Modulation Recognition
0 benchmarks · 4 papers with code
Clustering Multivariate Time Series
0 benchmarks · 4 papers with code
Non-Adversarial Robustness
0 benchmarks · 3 papers with code
Tropical Cyclone Intensity Forecasting
0 benchmarks · 3 papers with code
Battery cycle life prediction
0 benchmarks · 2 papers with code
Quantum Circuit Generation
0 benchmarks · 2 papers with code
Robust Traffic Prediction
0 benchmarks · 2 papers with code
Tropical Cyclone Track Forecasting
0 benchmarks · 2 papers with code
Wearable Activity Recognition
0 benchmarks · 2 papers with code
Anomaly Forecasting
0 benchmarks · 1 paper with code
Climate Projection
0 benchmarks · 1 paper with code
confidence interval for traffic prediction
0 benchmarks · 1 paper with code
Exponential degradation
0 benchmarks · 1 paper with code
Moving Point Cloud Processing
0 benchmarks · 1 paper with code
Seismic source localization
0 benchmarks · 1 paper with code
Computing Characateristic Functions
0 benchmarks · 0 papers with code
Numerical Weather Prediction
0 benchmarks · 0 papers with code
Topological Risk Measure
0 benchmarks · 0 papers with code
1 task in Time Series is filed only under a parent task from another area and is not listed on this page; the parent's task page carries it.
Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.