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)
IR like a SIR: Sense-enhanced Information Retrieval for Multiple Languages
EMNLP 2021
IRM—when it works and when it doesn't: A test case of natural language inference
NeurIPS 2021
Is Active Learning Always Beneficial? (Student Abstract)
AAAI 2021
Is Automated Topic Model Evaluation Broken? The Incoherence of Coherence
NeurIPS 2021
Is Bang-Bang Control All You Need? Solving Continuous Control with Bernoulli Policies
NeurIPS 2021
Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models’ Transferability
EMNLP 2021
Is Domain Adaptation Worth Your Investment? Comparing BERT and FinBERT on Financial Tasks
EMNLP 2021
ISD: Self-Supervised Learning by Iterative Similarity Distillation
ICCV 2021
Is Everything in Order? A Simple Way to Order Sentences
EMNLP 2021
Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability
EMNLP 2021
Is Pessimism Provably Efficient for Offline RL?
ICML 2021
Is Reinforcement Learning More Difficult Than Bandits? A Near-optimal Algorithm Escaping the Curse of Horizon
COLT 2021
Is Stance Detection Topic-Independent and Cross-topic Generalizable? - A Reproduction Study
EMNLP 2021
Issues with Entailment-based Zero-shot Text Classification
ACL 2021
Is this the end of the gold standard? A straightforward reference-less grammatical error correction metric
EMNLP 2021
IST-Unbabel 2021 Submission for the Quality Estimation Shared Task
EMNLP 2021
Item Response Ranking for Cognitive Diagnosis
IJCAI 2021
Iterative Label Cleaning for Transductive and Semi-Supervised Few-Shot Learning
ICCV 2021
Iterative Teacher-Aware Learning
NeurIPS 2021
Iterative Teaching by Label Synthesis
NeurIPS 2021
It is better to Verify: Semi-Supervised Learning with a human in the loop for large-scale NLU models
NAACL 2021
ITNLP at SemEval-2021 Task 11: Boosting BERT with Sampling and Adversarial Training for Knowledge Extraction
SemEval 2021
It’s quality and quantity: the effect of the amount of comments on online suicidal posts
EMNLP 2021
iVPF: Numerical Invertible Volume Preserving Flow for Efficient Lossless Compression
CVPR 2021
Japanese Zero Anaphora Resolution Can Benefit from Parallel Texts Through Neural Transfer Learning
EMNLP 2021