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)
SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization
ACL 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings
EMNLP 2021
Similar Language Translation for Catalan, Portuguese and Spanish Using Marian NMT
EMNLP 2021
SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios
NeurIPS 2021
SIMMC 2.0: A Task-oriented Dialog Dataset for Immersive Multimodal Conversations
EMNLP 2021
Simon @ DravidianLangTech-EACL2021: Detecting Offensive Content in Kannada Language
EACL 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition
NeurIPS 2021
Simon @ LT-EDI-EACL2021: Detecting Hope Speech with BERT
EACL 2021
Simple and Effective Stochastic Neural Networks
AAAI 2021
Simple and Fast Algorithms for Interactive Machine Learning with Random Counter-examples
JMLR 2021
Simple Conversational Data Augmentation for Semi-supervised Abstractive Dialogue Summarization
EMNLP 2021
Simple Copy-Paste Is a Strong Data Augmentation Method for Instance Segmentation
CVPR 2021
Simple Entity-Centric Questions Challenge Dense Retrievers
EMNLP 2021
Simple induction of (deterministic) probabilistic finite-state automata for phonotactics by stochastic gradient descent
ACL 2021
Simple or Complex? Complexity-controllable Question Generation with Soft Templates and Deep Mixture of Experts Model
EMNLP 2021
Simple or Complex? Learning to Predict Readability of Bengali Texts
AAAI 2021
Simpler Certified Radius Maximization by Propagating Covariances
CVPR 2021
Simpler Is Better: Few-Shot Semantic Segmentation With Classifier Weight Transformer
ICCV 2021
SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification
CVPR 2021
SIMPLE: SIngle-network with Mimicking and Point Learning for Bottom-up Human Pose Estimation
AAAI 2021
Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning
NeurIPS 2021
Simplifying annotation of intersections in time normalization annotation: exploring syntactic and semantic validation
EMNLP 2021
Simpson's Bias in NLP Training
AAAI 2021
Simulation of Electron-Proton Scattering Events by a Feature-Augmented and Transformed Generative Adversarial Network (FAT-GAN)
IJCAI 2021
Simultaneous 2nd Price Item Auctions with No-Underbidding
AAAI 2021