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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
51
357
966
4,853
5,823
2000
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Papers (including subtopics)

Similarity-Based Content Scoring - How to Make S-BERT Keep Up With BERT NAACL 2022 SimIPU: Simple 2D Image and 3D Point Cloud Unsupervised Pre-training for Spatial-Aware Visual Representations AAAI 2022 SimMatch: Semi-Supervised Learning With Similarity Matching CVPR 2022 Simple and Effective Graph-to-Graph Annotation Conversion COLING 2022 Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning IJCAI 2022 Simple and near-optimal algorithms for hidden stratification and multi-group learning ICML 2022 Simple data balancing achieves competitive worst-group-accuracy CLeaR 2022 Simple GNN Regularisation for 3D Molecular Property Prediction and Beyond ICLR 2022 Simple Unsupervised Graph Representation Learning AAAI 2022 Simple Yet Powerful: An Overlooked Architecture for Nested Named Entity Recognition COLING 2022 Simplified and unified analysis of various learning problems by reduction to Multiple-Instance Learning UAI 2022 Simplified Graph Convolution with Heterophily NeurIPS 2022 Simplified Graph Learning for Inductive Short Text Classification EMNLP 2022 SimSR: Simple Distance-Based State Representations for Deep Reinforcement Learning AAAI 2022 Simultaneous Graph Signal Clustering and Graph Learning ICML 2022 Simultaneous Missing Value Imputation and Structure Learning with Groups NeurIPS 2022 Single-phase deep learning in cortico-cortical networks NeurIPS 2022 Single-Stage Visual Relationship Learning using Conditional Queries NeurIPS 2022 Single Trajectory Nonparametric Learning of Nonlinear Dynamics COLT 2022 Sinkformers: Transformers with Doubly Stochastic Attention AISTATS 2022 SIREN: Shaping Representations for Detecting Out-of-Distribution Objects NeurIPS 2022 SISER: Semantic-Infused Selective Graph Reasoning for Fact Verification COLING 2022 Size and depth of monotone neural networks: interpolation and approximation NeurIPS 2022 Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition WACV 2022 Sketch-and-lift: scalable subsampled semidefinite program for K-means clustering AISTATS 2022