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)
STDE++: Polynomial-Time Amortization for Linear Differential Operators
JMLR 2026
Steering diffusion models with quadratic rewards: a fine-grained analysis
COLT 2026
SteerMusic: Enhanced Musical Consistency for Zero-shot Text-Guided and Personalized Music Editing
AAAI 2026
Step Back to Leap Forward: Self-Backtracking for Symbolic Reasoning and Planning in Language Models
AAAI 2026
Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs
AAAI 2026
Stochastic Dominance Driven First-Order Policy Optimization for Multi-Objective Reinforcement Learning
UAI 2026
Stochastic Universal Adversarial Perturbations with Fixed Optimization Constraint and Ensured High-probability Transferability
AAAI 2026
Stop Mixing Things Up! BISCUIT Teaches Vision-Language Models to Learn New Concepts from Images on the Spot
AAAI 2026
Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
ACL 2026
Strategy-robust Online Learning in Contextual Pricing
ALT 2026
StreamReady: Learning What to Answer and When in Long Streaming Videos
CVPR 2026
STREAM-ZH: Simplified Topic Retrieval Exploration and Analysis Module for Chinese Language
EACL 2026
Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs
COLT 2026
Structural Drift Repair in Decision Trees via Bayesian Model-Based Diagnosis
UAI 2026
Structural Entropy Guided Incremental Learning for Open-World Multimodal Social Event Detection
AAAI 2026
Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model
AAAI 2026
Structure Detection for Contextual Reinforcement Learning
AAAI 2026
Structure-Enhanced Adapter for Self-Supervised Heterogeneous Graph Learning
AAAI 2026
Structure Learning for Unfaithful Distributions: The Minimal Dependence Faithfulness
UAI 2026
Structures Meet Semantics: Multimodal Fusion via Graph Contrastive Learning
AAAI 2026
ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos
WACV 2026
ST-TPP: Learning Semi-Transductive Temporal Point Processes with Gromov-Wasserstein Barycentric Regularization
AAAI 2026
StyleBreak: Revealing Alignment Vulnerabilities in Large Audio-Language Models via Style-Aware Audio Jailbreak
AAAI 2026
StyleDoctor: Towards Specialist Reward Model for Style-centric Generation Tasks
CVPR 2026
Stylometry at SemEval-2026 Task 13: Clustered Stylometric Modeling for Machine-Generated Code Detection
SemEval 2026