Core Methods
51,083 papers (8 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Representation Learning (22,308)
Classification (15,497)
Regression (5,281)
Clustering (3,809)
Embedding Learning (3,795)
Metric Learning (2,938)
Graph Neural Networks (1,211)
Graphical Models (1,093)
Feature Learning (891)
Kernel Methods (795)
Dimensionality Reduction (780)
Interpretability (512)
Feature Selection (511)
Matrix Factorization (408)
Ranking (315)
Ensemble Methods (300)
Support Vector Machine (295)
Anomaly Detection (281)
Sequence Modeling (244)
Structured Prediction (237)
Sequence Labeling (157)
Topic Modeling (150)
Sparse Coding (140)
Matrix Completion (131)
Neural Networks (114)
Retrieval (105)
Density Estimation (104)
Estimation (83)
Inference (56)
Decision Tree (50)
Feature Extraction (40)
Model Selection (39)
Prediction (35)
Information Extraction (7)
Papers per year
4
21
30
55
40
51
225
219
249
257
357
364
480
942
818
966
1,394
2,092
3,114
4,415
4,853
5,064
5,371
5,992
6,412
5,823
1,475
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
SoftTriple Loss: Deep Metric Learning Without Triplet Sampling
ICCV 2019
Software Component Prediction for Bug Reports
ACML 2019
SOLAR: Deep Structured Representations for Model-Based Reinforcement Learning
ICML 2019
Solving graph compression via optimal transport
NeurIPS 2019
Solving Interpretable Kernel Dimensionality Reduction
NeurIPS 2019
Solving the OSCAR and SLOPE Models Using a Semismooth Newton-Based Augmented Lagrangian Method
JMLR 2019
Something’s Brewing! Early Prediction of Controversy-causing Posts from Discussion Features
NAACL 2019
SOM-VAE: Interpretable Discrete Representation Learning on Time Series
ICLR 2019
SOSNet: Second Order Similarity Regularization for Local Descriptor Learning
CVPR 2019
Sound Event Detection in Multichannel Audio Using Convolutional Time-Frequency-Channel Squeeze and Excitation
Interspeech 2019
Space lower bounds for linear prediction in the streaming model
COLT 2019
SPAGAN: Shortest Path Graph Attention Network
IJCAI 2019
Sparse Dictionary Learning by Dynamical Neural Networks
ICLR 2019
Sparse Extreme Multi-label Learning with Oracle Property
ICML 2019
Sparse Feature Selection in Kernel Discriminant Analysis via Optimal Scoring
AISTATS 2019
Sparse High-Dimensional Isotonic Regression
NeurIPS 2019
Sparse Kernel Regression with Coefficient-based ℓ_q-regularization
JMLR 2019
Sparse Logistic Regression Learns All Discrete Pairwise Graphical Models
NeurIPS 2019
Sparse Multi-Channel Variational Autoencoder for the Joint Analysis of Heterogeneous Data
ICML 2019
Sparse Reject Option Classifier Using Successive Linear Programming
AAAI 2019
SparseSense: Human Activity Recognition from Highly Sparse Sensor Data-streams Using Set-based Neural Networks
IJCAI 2019
SparseSpeech: Unsupervised Acoustic Unit Discovery with Memory-Augmented Sequence Autoencoders
Interspeech 2019
Spatial Aggregation Facilitates Discovery of Spatial Topics
ACL 2019
Spatial and Spectral Fingerprint in the Brain: Speaker Identification from Single Trial MEG Signals
Interspeech 2019
Spatial Attentive Single-Image Deraining With a High Quality Real Rain Dataset
CVPR 2019