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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'10
'15
'20
'25
Papers (including subtopics)
On exploration requirements for learning safety constraints
L4DC 2021
On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning
ICLR 2021
On Feature Decorrelation in Self-Supervised Learning
ICCV 2021
On Generalization in Coreference Resolution
EMNLP 2021
On Generating Transferable Targeted Perturbations
ICCV 2021
On Inductive Biases for Heterogeneous Treatment Effect Estimation
NeurIPS 2021
ONION: A Simple and Effective Defense Against Textual Backdoor Attacks
EMNLP 2021
On Joint Learning for Solving Placement and Routing in Chip Design
NeurIPS 2021
On Learning Deep Models with Imbalanced Data Distribution
AAAI 2021
On learning sparse vectors from mixture of responses
NeurIPS 2021
On Learning the Geodesic Path for Incremental Learning
CVPR 2021
Online 3D Bin Packing with Constrained Deep Reinforcement Learning
AAAI 2021
Online Active Learning with Surrogate Loss Functions
NeurIPS 2021
Online Active Model Selection for Pre-trained Classifiers
AISTATS 2021
Online Adversarial Purification based on Self-supervised Learning
ICLR 2021
Online A-Optimal Design and Active Linear Regression
ICML 2021
Online Boosting with Bandit Feedback
ALT 2021
Online Class-Incremental Continual Learning with Adversarial Shapley Value
AAAI 2021
Online Continual Learning With Natural Distribution Shifts: An Empirical Study With Visual Data
ICCV 2021
Online Control of Unknown Time-Varying Dynamical Systems
NeurIPS 2021
Online Facility Location with Multiple Advice
NeurIPS 2021
Online Learning and Control of Complex Dynamical Systems from Sensory Input
NeurIPS 2021
Online Learning for Load Balancing of Unknown Monotone Resource Allocation Games
ICML 2021
Online Learning from Optimal Actions
COLT 2021
Online Learning in Variable Feature Spaces under Incomplete Supervision
AAAI 2021