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)
Suboptimal coverings for continuous spaces of control tasks
L4DC 2021
Subsequence Based Deep Active Learning for Named Entity Recognition
ACL 2021
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning
NeurIPS 2021
Subtype-aware Unsupervised Domain Adaptation for Medical Diagnosis
AAAI 2021
Subverting Privacy-Preserving GANs: Hiding Secrets in Sanitized Images
AAAI 2021
Subword Mapping and Anchoring across Languages
EMNLP 2021
Successor Feature Sets: Generalizing Successor Representations Across Policies
AAAI 2021
Suicide Risk Prediction by Tracking Self-Harm Aspects in Tweets: NUS-IDS at the CLPsych 2021 Shared Task
NAACL 2021
Summarize-then-Answer: Generating Concise Explanations for Multi-hop Reading Comprehension
EMNLP 2021
SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning
ICML 2021
SupCL-Seq: Supervised Contrastive Learning for Downstream Optimized Sequence Representations
EMNLP 2021
SUPERB: Speech Processing Universal PERformance Benchmark
Interspeech 2021
Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer
NeurIPS 2021
Supervised Identification of Participant Slots in Contracts
EMNLP 2021
Supervised Tree-Wasserstein Distance
ICML 2021
Supervising the Transfer of Reasoning Patterns in VQA
NeurIPS 2021
Supporting Clustering with Contrastive Learning
NAACL 2021
Supporting Land Reuse of Former Open Pit Mining Sites using Text Classification and Active Learning
ACL 2021
Support-set bottlenecks for video-text representation learning
ICLR 2021
Surface Form Competition: Why the Highest Probability Answer Isn’t Always Right
EMNLP 2021
SurfGen: Adversarial 3D Shape Synthesis With Explicit Surface Discriminators
ICCV 2021
SurFree: A Fast Surrogate-Free Black-Box Attack
CVPR 2021
Surrogate Regret Bounds for Polyhedral Losses
NeurIPS 2021
SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data
NeurIPS 2021
Swiss-Judgment-Prediction: A Multilingual Legal Judgment Prediction Benchmark
EMNLP 2021