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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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'25

Papers (including subtopics)

On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors ICCV 2021 On Feature Decorrelation in Self-Supervised Learning ICCV 2021 On Focal Loss for Class-Posterior Probability Estimation: A Theoretical Perspective CVPR 2021 On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning AAAI 2021 On Geodesic Distances and Contextual Embedding Compression for Text Classification NAACL 2021 On Graph Neural Networks versus Graph-Augmented MLPs ICLR 2021 On Inductive Biases for Heterogeneous Treatment Effect Estimation NeurIPS 2021 On learning and representing social meaning in NLP: a sociolinguistic perspective NAACL 2021 On Learning Sets of Symmetric Elements (Extended Abstract) IJCAI 2021 On learning sparse vectors from mixture of responses NeurIPS 2021 Online Active Learning with Surrogate Loss Functions NeurIPS 2021 Online Active Model Selection for Pre-trained Classifiers AISTATS 2021 Online A-Optimal Design and Active Linear Regression ICML 2021 On Linear Identifiability of Learned Representations ICML 2021 Online Credit Payment Fraud Detection via Structure-Aware Hierarchical Recurrent Neural Network IJCAI 2021 Online Facility Location with Multiple Advice NeurIPS 2021 Online false discovery rate control for anomaly detection in time series NeurIPS 2021 Online Forgetting Process for Linear Regression Models AISTATS 2021 Online Graph Dictionary Learning ICML 2021 Online k-means Clustering AISTATS 2021 Online Learning and Control of Complex Dynamical Systems from Sensory Input NeurIPS 2021 Online Limited Memory Neural-Linear Bandits with Likelihood Matching ICML 2021 Online Multiple Object Tracking With Cross-Task Synergy CVPR 2021 Online probabilistic label trees AISTATS 2021 Online Selection of Diverse Committees IJCAI 2021