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)
Simultaneous Neural Machine Translation with Constituent Label Prediction
EMNLP 2021
SinGAN-GIF: Learning a Generative Video Model From a Single GIF
WACV 2021
Single and Multiple Change-Point Detection with Differential Privacy
JMLR 2021
Single-dataset Experts for Multi-dataset Question Answering
EMNLP 2021
Single Image 3D Shape Retrieval via Cross-Modal Instance and Category Contrastive Learning
ICCV 2021
Single Image Depth Prediction With Wavelet Decomposition
CVPR 2021
Single Pair Cross-Modality Super Resolution
CVPR 2021
Single Player Monte-Carlo Tree Search Based on the Plackett-Luce Model
AAAI 2021
Single-Stage Instance Shadow Detection With Bidirectional Relation Learning
CVPR 2021
Sinkhorn Label Allocation: Semi-Supervised Classification via Annealed Self-Training
ICML 2021
SituatedQA: Incorporating Extra-Linguistic Contexts into QA
EMNLP 2021
Size-Invariant Graph Representations for Graph Classification Extrapolations
ICML 2021
Skeleton2Mesh: Kinematics Prior Injected Unsupervised Human Mesh Recovery
ICCV 2021
Skeleton Cloud Colorization for Unsupervised 3D Action Representation Learning
ICCV 2021
Skeleton Merger: An Unsupervised Aligned Keypoint Detector
CVPR 2021
SkeletonVis: Interactive Visualization for Understanding Adversarial Attacks on Human Action Recognition Models
AAAI 2021
Sketch2Model: View-Aware 3D Modeling From Single Free-Hand Sketches
CVPR 2021
SketchEmbedNet: Learning Novel Concepts by Imitating Drawings
ICML 2021
Skill Discovery for Exploration and Planning using Deep Skill Graphs
ICML 2021
Skill Preferences: Learning to Extract and Execute Robotic Skills from Human Feedback
CoRL 2021
skweak: Weak Supervision Made Easy for NLP
ACL 2021
SLADE: A Self-Training Framework for Distance Metric Learning
CVPR 2021
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks
NeurIPS 2021
Sliced Iterative Normalizing Flows
ICML 2021
slimIPL: Language-Model-Free Iterative Pseudo-Labeling
Interspeech 2021