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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'20
'25
Papers (including subtopics)
Unstructured Evidence Attribution for Long Context Query Focused Summarization
EMNLP 2025
Unsupervised Anomaly Detection for Tabular Data Using Deep Noise Evaluation
AAAI 2025
Unsupervised Audio-Visual Segmentation with Modality Alignment
AAAI 2025
Unsupervised Automatic Short Answer Grading and Essay Scoring: A Weakly Supervised Explainable Approach
ACL 2025
Unsupervised Continual Domain Shift Learning with Multi-Prototype Modeling
CVPR 2025
Unsupervised Degradation Representation Aware Transform for Real-World Blind Image Super-Resolution
AAAI 2025
Unsupervised Denoising for Signal-Dependent and Row-Correlated Imaging Noise
WACV 2025
Unsupervised Diffusion-Based Degradation Modeling for Real-World Super-Resolution
AAAI 2025
Unsupervised Discovery of Facial Landmarks and Head Pose
CVPR 2025
Unsupervised Disentanglement of Content and Style via Variance-Invariance Constraints
ICLR 2025
Unsupervised Feature Transformation via In-context Generation, Generator-critic LLM Agents, and Duet-play Teaming
IJCAI 2025
Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning
CVPR 2025
Unsupervised Hallucination Detection by Inspecting Reasoning Processes
EMNLP 2025
Unsupervised Histopathological Image Semantic Segmentation with Overlapping Patches Consistency Constraint
ICCV 2025
Unsupervised Identification of Protein Compositions and Conformations via Implicit Content-Transformation Disentanglement
ICCV 2025
Unsupervised Imaging Inverse Problems with Diffusion Distribution Matching
ICCV 2025
Unsupervised Joint Learning of Optical Flow and Intensity with Event Cameras
ICCV 2025
Unsupervised Kernel-based Multi-view Feature Selection with Robust Self-representation and Binary Hashing
AAAI 2025
Unsupervised Learning for Class Distribution Mismatch
ICML 2025
Unsupervised Model Tree Heritage Recovery
ICLR 2025
Unsupervised Morphological Tree Tokenizer
ACL 2025
Unsupervised Multiple Kernel Learning for Graphs via Ordinality Preservation
ICLR 2025
Unsupervised Part Discovery via Descriptor-Based Masked Image Restoration with Optimized Constraints
ICCV 2025
Unsupervised Photometric-Consistent Depth Estimation from Endoscopic Monocular Video
AAAI 2025
Unsupervised Region-Based Image Editing of Denoising Diffusion Models
AAAI 2025