Browse State-of-the-Art
Datasets
Methods
More
Newsletter
RC2022
About
Trends
Portals
Libraries
Sign In
Subscribe to the PwC Newsletter
×
Stay informed on the latest trending ML papers with code, research developments, libraries, methods, and datasets.
Read previous issues
Join the community
×
You need to
log in
to edit.
You can
create a new account
if you don't have one.
Browse SoTA
> Miscellaneous
Miscellaneous
356 benchmarks • 249 tasks • 452 datasets • 16240 papers with code
Classification
Classification
327 benchmarks
3277 papers with code
Text Classification
180 benchmarks
1112 papers with code
Graph Classification
69 benchmarks
383 papers with code
Audio Classification
23 benchmarks
136 papers with code
Medical Image Classification
8 benchmarks
125 papers with code
See all 19 tasks
Transfer Learning
Transfer Learning
21 benchmarks
2868 papers with code
Multi-Task Learning
12 benchmarks
1105 papers with code
Auxiliary Learning
25 papers with code
Transfer Reinforcement Learning
13 papers with code
Unsupervised Domain Expansion
2 benchmarks
2 papers with code
Question Answering
Question Answering
227 benchmarks
2933 papers with code
Open-Ended Question Answering
209 papers with code
Open-Domain Question Answering
15 benchmarks
201 papers with code
Conversational Question Answering
1 benchmark
62 papers with code
Answer Selection
6 benchmarks
47 papers with code
See all 19 tasks
Recommendation Systems
Recommendation Systems
73 benchmarks
1477 papers with code
Sequential Recommendation
8 benchmarks
195 papers with code
Session-Based Recommendations
7 benchmarks
75 papers with code
Multimodal Recommendation
16 papers with code
Multimedia recommendation
10 papers with code
See all 9 tasks
Anomaly Detection
Anomaly Detection
114 benchmarks
1251 papers with code
Unsupervised Anomaly Detection
20 benchmarks
169 papers with code
One-Class Classification
60 papers with code
Supervised Anomaly Detection
2 benchmarks
53 papers with code
Anomaly Detection In Surveillance Videos
5 benchmarks
37 papers with code
See all 26 tasks
Benchmarking
Benchmarking
1 benchmark
1540 papers with code
Fairness
Fairness
3 benchmarks
1203 papers with code
Exposure Fairness
3 papers with code
Facial Recognition and Modelling
Face Recognition
44 benchmarks
560 papers with code
Face Swapping
2 benchmarks
203 papers with code
Face Detection
14 benchmarks
133 papers with code
Facial Expression Recognition (FER)
27 benchmarks
127 papers with code
Face Verification
23 benchmarks
122 papers with code
See all 32 tasks
Management
Management
1 benchmark
903 papers with code
Asset Management
7 papers with code
Feature Engineering
Feature Engineering
13 benchmarks
395 papers with code
Imputation
12 benchmarks
340 papers with code
Logical Reasoning
Navigate
420 papers with code
Logical Reasoning
19 benchmarks
185 papers with code
Temporal Sequences
52 papers with code
Novel Concepts
51 papers with code
StrategyQA
13 papers with code
See all 23 tasks
Emotion Recognition
Emotion Recognition
56 benchmarks
469 papers with code
Speech Emotion Recognition
18 benchmarks
101 papers with code
Emotion Recognition in Conversation
12 benchmarks
73 papers with code
Multimodal Emotion Recognition
3 benchmarks
58 papers with code
Emotion-Cause Pair Extraction
2 benchmarks
19 papers with code
See all 13 tasks
Gaussian Processes
Gaussian Processes
1 benchmark
573 papers with code
GPR
47 papers with code
Stochastic Optimization
Stochastic Optimization
12 benchmarks
283 papers with code
Evolutionary Algorithms
179 papers with code
Distributed Optimization
76 papers with code
Uncertainty Quantification
Uncertainty Quantification
517 papers with code
Causal Inference
Causal Inference
3 benchmarks
432 papers with code
Counterfactual Inference
49 papers with code
Model Compression
Model Compression
3 benchmarks
344 papers with code
Neural Network Compression
1 benchmark
74 papers with code
Collaborative Filtering
Collaborative Filtering
1 benchmark
374 papers with code
Semi Supervised Learning for Image Captioning
Pseudo Label
321 papers with code
Misinformation
Misinformation
1 benchmark
290 papers with code
Anatomy
Anatomy
1 benchmark
273 papers with code
General Knowledge
General Knowledge
8 benchmarks
92 papers with code
Natural Questions
2 benchmarks
71 papers with code
TriviaQA
1 benchmark
44 papers with code
Movie Recommendation
1 benchmark
25 papers with code
Miscellaneous
1 benchmark
22 papers with code
See all 8 tasks
Image Retrieval with Multi-Modal Query
Cross-Modal Retrieval
15 benchmarks
193 papers with code
Zero-Shot Cross-Modal Retrieval
2 benchmarks
19 papers with code
Image Retrieval with Multi-Modal Query
35 benchmarks
9 papers with code
Cross-Modal Information Retrieval
15 benchmarks
8 papers with code
Multi-Modal Person Identification
Atomistic Description
Molecular Property Prediction
22 benchmarks
127 papers with code
Total Energy
36 papers with code
Formation Energy
14 benchmarks
29 papers with code
Atomic Forces
9 papers with code
3D Geometry Prediction
2 benchmarks
5 papers with code
See all 7 tasks
Multi-Armed Bandits
Multi-Armed Bandits
1 benchmark
197 papers with code
Cross-Modal Information Retrieval
Cross-Modal Retrieval
15 benchmarks
193 papers with code
Synthetic Data Generation
Synthetic Data Generation
1 benchmark
183 papers with code
Learning-To-Rank
Learning-To-Rank
180 papers with code
Intrusion Detection
Intrusion Detection
9 benchmarks
101 papers with code
Network Intrusion Detection
5 benchmarks
47 papers with code
DeepFake Detection
DeepFake Detection
6 benchmarks
137 papers with code
Synthetic Speech Detection
8 papers with code
Human Detection of Deepfakes
1 papers with code
Multimodal Forgery Detection
1 benchmark
1 papers with code
Malware Classification
Malware Detection
2 benchmarks
90 papers with code
Malware Classification
4 benchmarks
41 papers with code
Android Malware Detection
13 papers with code
Behavioral Malware Classification
Behavioral Malware Detection
Click-Through Rate Prediction
Click-Through Rate Prediction
19 benchmarks
138 papers with code
Molecular Property Prediction
Molecular Property Prediction
22 benchmarks
127 papers with code
3D Geometry Prediction
2 benchmarks
5 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
Survival Analysis
Survival Analysis
134 papers with code
Marketing
Marketing
1 benchmark
129 papers with code
Deep Clustering
Deep Clustering
5 benchmarks
116 papers with code
Trajectory Clustering
5 papers with code
Deep Nonparametric Clustering
1 papers with code
NONPARAMETRIC DEEP CLUSTERING
1 papers with code
Philosophy
Philosophy
1 benchmark
119 papers with code
Fraud Detection
Fraud Detection
4 benchmarks
117 papers with code
Weather Forecasting
Weather Forecasting
3 benchmarks
105 papers with code
Solar Irradiance Forecasting
1 benchmark
9 papers with code
Learning Theory
Learning Theory
112 papers with code
Brain Decoding
Brain Computer Interface
76 papers with code
Brain Decoding
2 benchmarks
25 papers with code
Prediction Intervals
Prediction Intervals
94 papers with code
Remote Sensing
Remote Sensing Image Classification
1 benchmark
30 papers with code
Change detection for remote sensing images
2 benchmarks
22 papers with code
Building change detection for remote sensing images
2 benchmarks
17 papers with code
Segmentation Of Remote Sensing Imagery
12 papers with code
The Semantic Segmentation Of Remote Sensing Imagery
2 benchmarks
9 papers with code
See all 10 tasks
Open Set Learning
Open Set Learning
90 papers with code
Data Visualization
Data Visualization
86 papers with code
Tree Map Layout
1 papers with code
Mathematical Proofs
Automated Theorem Proving
10 benchmarks
70 papers with code
Mathematical Proofs
10 benchmarks
17 papers with code
Robotic Grasping
Robotic Grasping
6 benchmarks
81 papers with code
Grasp Contact Prediction
2 benchmarks
4 papers with code
Ethics
Ethics
6 benchmarks
67 papers with code
Moral Scenarios
1 benchmark
5 papers with code
Moral Permissibility
1 benchmark
3 papers with code
Business Ethics
1 benchmark
1 papers with code
Moral Disputes
1 benchmark
1 papers with code
Two-sample testing
Two-sample testing
5 benchmarks
76 papers with code
Autonomous Driving
Motion Forecasting
4 benchmarks
68 papers with code
CARLA MAP Leaderboard
1 benchmark
6 papers with code
Dead-Reckoning Prediction
1 papers with code
Automated Theorem Proving
Automated Theorem Proving
10 benchmarks
70 papers with code
Knowledge Tracing
Knowledge Tracing
2 benchmarks
69 papers with code
Counterfactual Explanation
Counterfactual Explanation
67 papers with code
imbalanced classification
imbalanced classification
63 papers with code
Operator learning
Operator learning
62 papers with code
Fault Detection
Fault Detection
57 papers with code
Protein Structure Prediction
Protein Structure Prediction
4 benchmarks
49 papers with code
Protein Interface Prediction
4 papers with code
Protein complex prediction
Numerical Integration
Numerical Integration
53 papers with code
Fact Checking
Misconceptions
1 benchmark
37 papers with code
Known Unknowns
7 papers with code
Sentence Ambiguity
1 benchmark
3 papers with code
FEVER (2-way)
1 benchmark
1 papers with code
FEVER (3-way)
1 benchmark
1 papers with code
Physical Simulations
Physical Simulations
39 papers with code
Neural Network simulation
6 papers with code
Optical Tweezers Simulations
1 papers with code
Liquid Simulation
Ecommerce
Product Recommendation
1 benchmark
34 papers with code
Product Categorization
4 papers with code
Online Ranker Evaluation
2 papers with code
Online Review Rating
1 papers with code
Ecommerce
Load Forecasting
Load Forecasting
38 papers with code
Vulnerability Detection
Vulnerability Detection
38 papers with code
Total Energy
Total Energy
36 papers with code
Data Summarization
Data Summarization
33 papers with code
Artificial Life
Artificial Life
24 papers with code
Developmental Learning
5 papers with code
Formation Energy
Formation Energy
14 benchmarks
29 papers with code
Clinical Knowledge
Clinical Knowledge
1 benchmark
26 papers with code
Nutrition
Nutrition
1 benchmark
26 papers with code
Econometrics
Econometrics
1 benchmark
22 papers with code
Model Discovery
Model Discovery
22 papers with code
Sociology
Sociology
1 benchmark
22 papers with code
Table Detection
Table Detection
3 benchmarks
20 papers with code
Variational Monte Carlo
Variational Monte Carlo
20 papers with code
Traffic Classification
Traffic Classification
17 papers with code
Multilingual text classification
Multilingual text classification
16 papers with code
Crop Classification
Crop Classification
5 benchmarks
15 papers with code
Crop Yield Prediction
Crop Yield Prediction
2 benchmarks
15 papers with code
Non-Intrusive Load Monitoring
Non-Intrusive Load Monitoring
14 papers with code
Seismic Imaging
Seismic Imaging
13 papers with code
Multi-target regression
Multi-target regression
1 benchmark
12 papers with code
Image/Document Clustering
Image/Document Clustering
8 benchmarks
7 papers with code
Self-Organized Clustering
4 papers with code
Table Extraction
Table Extraction
10 papers with code
Table Functional Analysis
1 papers with code
Interpretability Techniques for Deep Learning
Interpretability Techniques for Deep Learning
1 benchmark
11 papers with code
Parameter Prediction
Parameter Prediction
1 benchmark
11 papers with code
Recipe Generation
Recipe Generation
5 benchmarks
11 papers with code
Robust Design
Robust Design
11 papers with code
Crime Prediction
Crime Prediction
10 papers with code
Geophysics
Geophysics
10 papers with code
Intent Recognition
Multimodal Intent Recognition
3 benchmarks
10 papers with code
Problem Decomposition
Problem Decomposition
10 papers with code
Twitter Bot Detection
Twitter Bot Detection
2 benchmarks
10 papers with code
Deception Detection
Deception Detection
8 papers with code
Deception Detection In Videos
Food recommendation
Food recommendation
1 benchmark
8 papers with code
Gender Bias Detection
Gender Bias Detection
8 papers with code
Next-basket recommendation
Next-basket recommendation
2 benchmarks
8 papers with code
Air Pollution Prediction
Air Pollution Prediction
7 papers with code
Logical Fallacies
Logical Fallacies
1 benchmark
7 papers with code
Seismic Interpretation
Facies Classification
2 papers with code
Seismic Detection
1 benchmark
2 papers with code
Seismic Interpretation
1 benchmark
2 papers with code
Cryptanalysis
Cryptanalysis
6 papers with code
Cyber Attack Detection
Cyber Attack Detection
6 papers with code
Label Error Detection
Label Error Detection
1 benchmark
6 papers with code
Multi-modal Classification
Image-text Classification
1 benchmark
6 papers with code
Offline RL
DQN Replay Dataset
6 papers with code
Seismic Inversion
Seismic Inversion
6 papers with code
Unsupervised Anomaly Detection
Unsupervised Anomaly Detection with Specified Settings -- 30% anomaly
5 benchmarks
4 papers with code
Root Cause Ranking
1 papers with code
Anomaly Detection at 30% anomaly
Anomaly Detection at Various Anomaly Percentages
Unsupervised Contextual Anomaly Detection
Ancient Text Restoration
Ancient Text Restoration
1 benchmark
5 papers with code
Human Aging
Human Aging
1 benchmark
5 papers with code
PDE Surrogate Modeling
PDE Surrogate Modeling
5 papers with code
Security Studies
Security Studies
1 benchmark
5 papers with code
Service Composition
Service Composition
5 papers with code
Vector Quantization (k-means problem)
Vector Quantization (k-means problem)
5 papers with code
Non-Linear Elasticity
Cantilever Beam
3 papers with code
Stress-Strain Relation
1 benchmark
1 papers with code
Non-Linear Elasticity
Medical Genetics
Medical Genetics
1 benchmark
3 papers with code
Genetic Risk Prediction
1 papers with code
3D Bin Packing
3D Bin Packing
4 papers with code
Classification Of Variable Stars
Classification Of Variable Stars
4 papers with code
Fine-Grained Urban Flow Inference
Fine-Grained Urban Flow Inference
4 benchmarks
4 papers with code
Jurisprudence
Jurisprudence
1 benchmark
4 papers with code
Mobile Security
Mobile Security
4 papers with code
X-Ray Diffraction (XRD)
X-Ray Diffraction (XRD)
4 papers with code
Neural Network Security
Neural Network Security
1 benchmark
2 papers with code
Website Fingerprinting Defense
1 benchmark
1 papers with code
Photometric Redshift Estimation
Photometric Redshift Estimation
3 papers with code
Radio Interferometry
Radio Interferometry
3 papers with code
Sequential Correlation Estimation
Sequential Correlation Estimation
3 papers with code
Social Media Popularity Prediction
Social Media Popularity Prediction
1 benchmark
3 papers with code
Virology
Virology
1 benchmark
3 papers with code
Zero-Shot Visual Question Answring
Zero-Shot Visual Question Answring
3 papers with code
Air Quality Inference
Air Quality Inference
2 papers with code
Automatic Cell Counting
Automatic Cell Counting
2 papers with code
Gravitational Wave Detection
Gravitational Wave Detection
2 papers with code
Hindu Knowledge
Hindu Knowledge
2 papers with code
Human Organs Senses Multiple Choice
Human Organs Senses Multiple Choice
1 benchmark
2 papers with code
Metadata quality
Metadata quality
2 papers with code
Penn Machine Learning Benchmark
Penn Machine Learning Benchmark
1 benchmark
2 papers with code
Prehistory
Prehistory
1 benchmark
2 papers with code
Product Recommendation
Context Aware Product Recommendation
2 papers with code
Professional Medicine
Professional Medicine
1 benchmark
2 papers with code
Professional Psychology
Professional Psychology
1 benchmark
2 papers with code
Self Adaptive System
Self Adaptive System
2 papers with code
Sequential Quantile Estimation
Sequential Quantile Estimation
2 papers with code
Auto Debugging
Auto Debugging
1 benchmark
1 papers with code
Business Taxonomy Construction
Business Taxonomy Construction
1 papers with code
College Medicine
College Medicine
1 benchmark
1 papers with code
Computer Security
File Type Identification
1 papers with code
Crowd Flows Prediction
Crowd Flows Prediction
1 papers with code
Cyber Attack Investigation
Cyber Attack Investigation
1 papers with code
Detect Ground Reflections
Detect Ground Reflections
1 papers with code
Dielectric Constant
Dielectric Constant
1 papers with code
GPS Embeddings
GPS Embeddings
2 benchmarks
1 papers with code
High School European History
High School European History
1 benchmark
1 papers with code
High School Geography
High School Geography
1 benchmark
1 papers with code
High School Government and Politics
High School Government and Politics
1 benchmark
1 papers with code
High School Macroeconomics
High School Macroeconomics
1 benchmark
1 papers with code
High School Microeconomics
High School Microeconomics
1 benchmark
1 papers with code
High School Psychology
High School Psychology
1 benchmark
1 papers with code
High School US History
High School US History
1 benchmark
1 papers with code
High School World History
High School World History
1 benchmark
1 papers with code
Human Sexuality
Human Sexuality
1 benchmark
1 papers with code
Image-text Classification
Multilingual Image-Text Classification
1 benchmark
1 papers with code
International Law
International Law
1 benchmark
1 papers with code
JSONiq Query Execution
JSONiq Query Execution
1 papers with code
Modeling Local Geometric Structure
Modeling Local Geometric Structure
1 papers with code
Network Congestion Control
Network Congestion Control
1 papers with code
Oceanic Eddy Classification
Oceanic Eddy Classification
1 papers with code
Outdoor Positioning
Outdoor Positioning
1 papers with code
Professional Law
Professional Law
1 benchmark
1 papers with code
Public Relations
Public Relations
1 benchmark
1 papers with code
Pulsar Prediction
Pulsar Prediction
1 papers with code
Sequential Distribution Function Estimation
Sequential Distribution Function Estimation
1 papers with code
Smart Grid Prediction
Smart Grid Prediction
1 papers with code
Text-to-3D-Human Generation
Text-to-3D-Human Generation
2 benchmarks
1 papers with code
Time Offset Calibration
Time Offset Calibration
1 papers with code
US Foreign Policy
US Foreign Policy
1 benchmark
1 papers with code
World Religions
World Religions
1 benchmark
1 papers with code
Advertising
Advertising
Detecting Adverts
Pcl Detection
SemEval-2022 Task 4-1 (Binary PCL Detection)
SemEval-2022 Task 4-2 (Multi-label PCL Detection)
Home Activity Monitoring
Home Activity Monitoring
Link Quality Estimation
Link Quality Estimation
Making Hiring Decisions
Making Hiring Decisions
Multi-Modal Learning
Multi-Modal Learning
Penn Machine Learning Benchmark (Real-World)
Penn Machine Learning Benchmark (Real-World)
