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)
Knodle: Modular Weakly Supervised Learning with PyTorch
ACL 2021
Knowing False Negatives: An Adversarial Training Method for Distantly Supervised Relation Extraction
EMNLP 2021
Knowing the No-match: Entity Alignment with Dangling Cases
ACL 2021
Knowing what You Know: valid and validated confidence sets in multiclass and multilabel prediction
JMLR 2021
Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge Bases
ACL 2021
Knowledge-Adaptation Priors
NeurIPS 2021
Knowledge-aware Coupled Graph Neural Network for Social Recommendation
AAAI 2021
Knowledge-aware Leap-LSTM: Integrating Prior Knowledge into Leap-LSTM towards Faster Long Text Classification
AAAI 2021
Knowledge-aware Zero-Shot Learning: Survey and Perspective
IJCAI 2021
Knowledge Base Completion Meets Transfer Learning
EMNLP 2021
Knowledge-based Residual Learning
IJCAI 2021
Knowledge Consolidation based Class Incremental Online Learning with Limited Data
IJCAI 2021
Knowledge Distillation with Noisy Labels for Natural Language Understanding
EMNLP 2021
Knowledge-driven Data Construction for Zero-shot Evaluation in Commonsense Question Answering
AAAI 2021
Knowledge Enhanced Machine Learning Pipeline against Diverse Adversarial Attacks
ICML 2021
Knowledge-Enriched Distributional Model Inversion Attacks
ICCV 2021
Knowledge-Guided Object Discovery with Acquired Deep Impressions
AAAI 2021
Knowledge-Guided Paraphrase Identification
EMNLP 2021
Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations
EMNLP 2021
Knowledge Representation Learning with Contrastive Completion Coding
EMNLP 2021
KnowMAN: Weakly Supervised Multinomial Adversarial Networks
EMNLP 2021
Known unknowns: Learning novel concepts using reasoning-by-elimination
UAI 2021
Know Your Enemy, Know Yourself: A Unified Two-Stage Framework for Speech Enhancement
Interspeech 2021
KOALAnet: Blind Super-Resolution Using Kernel-Oriented Adaptive Local Adjustment
CVPR 2021
KOAS: Korean Text Offensiveness Analysis System
EMNLP 2021