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
1
8
12
26
18
20
135
136
147
149
220
231
316
526
460
477
660
1,314
2,083
3,689
4,652
5,914
6,826
8,201
8,755
9,258
2,019
2000
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Papers (including subtopics)
Deep Asymmetric Multi-task Feature Learning
ICML 2018
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection
ICLR 2018
Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study
EMNLP 2018
Deep Bayesian Bandits Showdown: An Empirical Comparison of Bayesian Deep Networks for Thompson Sampling
ICLR 2018
Deep Clustering for Unsupervised Learning of Visual Features
ECCV 2018
Deep Cocktail Network: Multi-Source Unsupervised Domain Adaptation With Category Shift
CVPR 2018
Deep contextualized word representations for detecting sarcasm and irony
EMNLP 2018
Deep Convolutional Neural Network with Scalogram for Audio Scene Modeling
Interspeech 2018
Deep Correlation Structure Preserved Label Space Embedding for Multi-label Classification
ACML 2018
Deep Defense: Training DNNs with Improved Adversarial Robustness
NeurIPS 2018
Deep Density Clustering of Unconstrained Faces
CVPR 2018
Deep Dirichlet Multinomial Regression
NAACL 2018
DeepExposure: Learning to Expose Photos with Asynchronously Reinforced Adversarial Learning
NeurIPS 2018
Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking
ICLR 2018
Deep Generative Models with Learnable Knowledge Constraints
NeurIPS 2018
Deep into Hypersphere: Robust and Unsupervised Anomaly Discovery in Dynamic Networks
IJCAI 2018
Deep Learning based Situated Goal-oriented Dialogue Systems
Interspeech 2018
Deep learning evaluation using deep linguistic processing
NAACL 2018
Deep Learning Techniques for Koala Activity Detection
Interspeech 2018
Deep Learning with Logged Bandit Feedback
ICLR 2018
Deeply Fused Speaker Embeddings for Text-Independent Speaker Verification
Interspeech 2018
Deep Multi-instance Learning with Dynamic Pooling
ACML 2018
Deep Multi-View Concept Learning
IJCAI 2018
Deep Neural Networks for Emotion Recognition Combining Audio and Transcripts
Interspeech 2018
Deep One-Class Classification
ICML 2018