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)
Unsupervised Domain Adaptation for Dysarthric Speech Detection via Domain Adversarial Training and Mutual Information Minimization
Interspeech 2021
Unsupervised Domain Adaptation for Person Re-identification via Heterogeneous Graph Alignment
AAAI 2021
Unsupervised Domain Adaptation in Cross-corpora Abusive Language Detection
NAACL 2021
Unsupervised Domain Adaptation in Semantic Segmentation via Orthogonal and Clustered Embeddings
WACV 2021
Unsupervised Domain Adaptation Method with Semantic-Structural Alignment for Dependency Parsing
EMNLP 2021
Unsupervised Domain Adaptation with Dynamics-Aware Rewards in Reinforcement Learning
NeurIPS 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification
ICML 2021
Unsupervised Enrichment of Persona-grounded Dialog with Background Stories
ACL 2021
Unsupervised Extractive Summarization using Pointwise Mutual Information
EACL 2021
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination
CVPR 2021
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation
ICCV 2021
Unsupervised Foreground Extraction via Deep Region Competition
NeurIPS 2021
Unsupervised Hashing with Contrastive Information Bottleneck
IJCAI 2021
Unsupervised Human Pose Estimation Through Transforming Shape Templates
CVPR 2021
Unsupervised Hyperbolic Metric Learning
CVPR 2021
Unsupervised Hyperbolic Representation Learning via Message Passing Auto-Encoders
CVPR 2021
Unsupervised Image Generation With Infinite Generative Adversarial Networks
ICCV 2021
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context
EMNLP 2021
Unsupervised Knowledge Graph Alignment by Probabilistic Reasoning and Semantic Embedding
IJCAI 2021
Unsupervised Layered Image Decomposition Into Object Prototypes
ICCV 2021
Unsupervised Learning for Robust Fitting: A Reinforcement Learning Approach
CVPR 2021
Unsupervised Learning of 3D Object Categories From Videos in the Wild
CVPR 2021
Unsupervised Learning of Compositional Energy Concepts
NeurIPS 2021
Unsupervised Learning of Depth and Depth-of-Field Effect From Natural Images With Aperture Rendering Generative Adversarial Networks
CVPR 2021
Unsupervised Learning of Deterministic Dialogue Structure with Edge-Enhanced Graph Auto-Encoder
AAAI 2021