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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)

The Effects of Regularization and Data Augmentation are Class Dependent NeurIPS 2022 The EM Algorithm is Adaptively-Optimal for Unbalanced Symmetric Gaussian Mixtures JMLR 2022 The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation Interspeech 2022 The Fast Kernel Transform AISTATS 2022 The Flag Median and FlagIRLS CVPR 2022 The Geometry of Multilingual Language Model Representations EMNLP 2022 The Geometry of Uniqueness, Sparsity and Clustering in Penalized Estimation JMLR 2022 The Grammar-Learning Trajectories of Neural Language Models ACL 2022 The Gyro-Structure of Some Matrix Manifolds NeurIPS 2022 The HCCL System for the NIST SRE21 Interspeech 2022 The Hessian Screening Rule NeurIPS 2022 The Hitchhiker's Guide to Prior-Shift Adaptation WACV 2022 The Implicit Bias of Benign Overfitting COLT 2022 The Implicit Values of a Good Hand Shake: Handheld Multi-Frame Neural Depth Refinement CVPR 2022 The Importance of Being Correlated: Implications of Dependence in Joint Spectral Inference across Multiple Networks JMLR 2022 The Importance of Future Information in Credit Card Fraud Detection AISTATS 2022 The lack of theory is painful: Modeling Harshness in Peer Review Comments AACL 2022 The Magnitude and Phase based Speech Representation Learning using Autoencoder for Classifying Speech Emotions using Deep Canonical Correlation Analysis Interspeech 2022 The Majority Can Help the Minority: Context-Rich Minority Oversampling for Long-Tailed Classification CVPR 2022 The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning NeurIPS 2022 The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm NeurIPS 2022 The MRL 2022 Shared Task on Multilingual Clause-level Morphology EMNLP 2022 The Multivariate Community Hawkes Model for Dependent Relational Events in Continuous-time Networks ICML 2022 Then and Now: Quantifying the Longitudinal Validity of Self-Disclosed Depression Diagnoses NAACL 2022 The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization ICLR 2022