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Learning Types

56,253 papers (3 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Self-Supervised Learning (8,965) Adversarial Learning (5,204) Unsupervised Learning (4,874) Transfer Learning (4,808) Weakly Supervised Learning (3,938) Contrastive Learning (3,748) Zero-Shot Learning (3,130) Semi-Supervised Learning (3,128) Reinforcement Learning (3,118) Multi-Task Learning (2,556) Evaluation (2,164) Continual Learning (2,107) Active Learning (1,983) Few-Shot Learning (1,840) Deep Learning (1,404) Online Learning (1,360) Multi-Armed Bandits (1,327) Multimodal Learning (1,289) Supervised Learning (986) Multi-Agent Systems (813) Uncertainty Quantification (805) Causal Inference (636) Robustness (576) Retrieval-Augmented Generation (565) Fine-Tuning (490) Ensemble Learning (482) In-Context Learning (439) Multi-Label Classification (430) Imitation Learning (387) Prompt Engineering (270) Multi-Lingual Learning (269) Distribution Shift (264) Reinforcement Learning from Human Feedback (209) Regularization (207) Exploration-Exploitation (203) Generative Models (200) Multi-Objective Optimization (185) Out-of-Distribution Detection (176) Sparse Learning (165) Sampling (150) Preference Learning (136) Offline Reinforcement Learning (130) Multi-Label Learning (128) Markov Decision Process (127) Neural Architecture Search (122) Multi-Instance Learning (121) Multi-View Learning (117) Robust Learning (110) Generative Model (110) Time Series (108) Large Language Models (104) Exploration (103) Hyperparameter Optimization (99) Machine Unlearning (95) Imbalanced Learning (93) Machine Translation (93) Multi-Class Classification (85) Differential Privacy (82) Time Series Analysis (71) Reasoning (70) Calibration (67) Structure Learning (66) Physics-Informed Learning (62) Class Imbalance (58) Model-Based RL (55) Interactive Learning (55) Multi-Domain Learning (47) Inverse Reinforcement Learning (46) Crowdsourcing (40) Off-Policy Learning (38) Label Noise (38) Noisy Label Learning (35) Offline RL (32) Attention (32) Evolutionary Algorithm (32) Decision Making (31) Policy Learning (30) Personalization (28) Low-Resource Learning (26) Collaborative Filtering (25) Self-Training (24) Sequential Modeling (24) Parameter Estimation (23) Survival Analysis (21) Machine Learning (20) Parameter-Efficient Fine-Tuning (20) Synthetic Data Generation (20) Annotation (18) Symbolic Regression (18) AutoML (16) Security (15) Multi-Source Learning (13) Distant Supervision (13) Text Generation (11) Distributional Reinforcement Learning (9) Sentiment Analysis (9) Multi-Hop Reasoning (9) Language Modeling (9) Code Generation (8) Multi-Object Tracking (8) Natural Language Inference (7) Chain-of-Thought (6) Question Answering (5)

Papers per year

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20
220
477
4,652
9,258
2000
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Papers (including subtopics)

Training Highly Multiclass Classifiers JMLR 2014 Transductive Learning with Multi-class Volume Approximation ICML 2014 Transfer Joint Matching for Unsupervised Domain Adaptation CVPR 2014 Transfer Learning Decision Forests for Gesture Recognition JMLR 2014 Transportability from Multiple Environments with Limited Experiments: Completeness Results NeurIPS 2014 True Online TD(lambda) ICML 2014 Two-Layer Feature Reduction for Sparse-Group Lasso via Decomposition of Convex Sets NeurIPS 2014 Two-Stream Convolutional Networks for Action Recognition in Videos NeurIPS 2014 Unbiased Generative Semi-Supervised Learning JMLR 2014 Unconstrained Online Linear Learning in Hilbert Spaces: Minimax Algorithms and Normal Approximations COLT 2014 Understanding Objects in Detail with Fine-Grained Attributes CVPR 2014 Understanding Protein Dynamics with L1-Regularized Reversible Hidden Markov Models ICML 2014 Unified Face Analysis by Iterative Multi-Output Random Forests CVPR 2014 Uniqueness of Tensor Decompositions with Applications to Polynomial Identifiability COLT 2014 Universal Option Models NeurIPS 2014 Unsupervised Deep Haar Scattering on Graphs NeurIPS 2014 Unsupervised learning of an efficient short-term memory network NeurIPS 2014 Unsupervised Learning of Dictionaries of Hierarchical Compositional Models CVPR 2014 Unsupervised Multi-Class Joint Image Segmentation CVPR 2014 Unsupervised One-Class Learning for Automatic Outlier Removal CVPR 2014 Unsupervised Spectral Dual Assignment Clustering of Human Actions in Context CVPR 2014 Unsupervised Trajectory Modelling using Temporal Information via Minimal Paths CVPR 2014 Unsupervised Transcription of Piano Music NeurIPS 2014 Using a Deformation Field Model for Localizing Faces and Facial Points under Weak Supervision CVPR 2014 Variational Gaussian Process State-Space Models NeurIPS 2014