Learning Types
32,670 papers (1 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Representation Learning (5,307)
Multimodal Learning (3,969)
Self-Supervised Learning (3,492)
Transfer Learning (2,890)
Adversarial Learning (2,199)
Deep Learning (1,883)
Contrastive Learning (1,730)
Reinforcement Learning (1,500)
Knowledge Distillation (1,494)
Fine-Tuning (1,117)
Multi-Task Learning (1,069)
Domain Adaptation (977)
Zero-Shot Learning (758)
Unsupervised Learning (734)
Few-Shot Learning (694)
Classification (621)
Retrieval-Augmented Generation (606)
Data Augmentation (583)
Semi-Supervised Learning (450)
Weakly Supervised Learning (429)
Continual Learning (408)
In-Context Learning (387)
Sequence Modeling (375)
Meta-Learning (252)
Metric Learning (232)
Ensemble Learning (223)
Federated Learning (215)
Multi-Lingual Learning (199)
Robustness (197)
Parameter-Efficient Fine-Tuning (190)
Imitation Learning (180)
Prompt Engineering (170)
Chain-of-Thought Reasoning (153)
Curriculum Learning (146)
Synthetic Data Generation (143)
Reinforcement Learning from Human Feedback (141)
Multi-Label Classification (123)
Regression (117)
Generative Model (109)
Semantic Segmentation (106)
Domain Generalization (105)
Uncertainty Quantification (98)
Controllable Generation (93)
Text Generation (86)
Neural Architecture Search (80)
Object Detection (80)
Image Generation (79)
Multi-Agent Systems (76)
Feature Learning (74)
Preference Learning (73)
Machine Translation (71)
Out-of-Distribution Detection (68)
Machine Unlearning (63)
Generation (61)
Reasoning (54)
Multi-View Learning (53)
Time Series (52)
Instruction Tuning (50)
Distributed Learning (50)
Image Restoration (49)
Chain-of-Thought (48)
Active Learning (47)
Text Classification (43)
Distribution Shift (43)
Structured Prediction (42)
Clustering (41)
Image Classification (40)
Model Merging (37)
Sparse Learning (36)
Sequence Labeling (36)
Multi-Instance Learning (35)
Anomaly Detection (33)
Image Processing (33)
Code Generation (31)
Fairness (30)
Robust Learning (28)
Multi-Domain Learning (27)
Supervised Learning (26)
Model-Based RL (25)
Natural Language Generation (24)
Privacy (21)
Multi-Objective Optimization (19)
Multi-Scale Learning (19)
Neural Machine Translation (18)
Causal Inference (14)
Instance Segmentation (9)
Interactive Learning (9)
Multi-Label Learning (9)
Multi-Source Learning (9)
Multi-Class Classification (8)
Papers per year
1
22
25
29
26
38
46
60
109
129
179
310
686
1,294
2,286
3,018
3,254
3,930
4,067
4,819
5,737
2,605
'10
'15
'20
'25
Papers (including subtopics)
A Study on Fine-Tuning wav2vec2.0 Model for the Task of Mispronunciation Detection and Diagnosis
Interspeech 2021
A Sweet Rabbit Hole by DARCY: Using Honeypots to Detect Universal Trigger’s Adversarial Attacks
ACL 2021
Asymmetric Metric Learning for Knowledge Transfer
CVPR 2021
Asynchronous Optimization Methods for Efficient Training of Deep Neural Networks with Guarantees
AAAI 2021
A Temporal Kernel Approach for Deep Learning with Continuous-time Information
ICLR 2021
A Text Editing Approach to Joint Japanese Word Segmentation, POS Tagging, and Lexical Normalization
EMNLP 2021
A Transformer Based Approach towards Identification of Discourse Unit Segments and Connectives
EMNLP 2021
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation
CVPR 2021
Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots
EMNLP 2021
Attention-based Contrastive Learning for Winograd Schemas
EMNLP 2021
Attention Bottlenecks for Multimodal Fusion
NeurIPS 2021
Attr2Style: A Transfer Learning Approach for Inferring Fashion Styles via Apparel Attributes
AAAI 2021
Attribute Alignment: Controlling Text Generation from Pre-trained Language Models
EMNLP 2021
Attribute-Guided Adversarial Training for Robustness to Natural Perturbations
AAAI 2021
Audio-Oriented Multimodal Machine Comprehension via Dynamic Inter- and Intra-modality Attention
AAAI 2021
Audio-Visual Instance Discrimination with Cross-Modal Agreement
CVPR 2021
Audio-Visual Localization by Synthetic Acoustic Image Generation
AAAI 2021
Audiovisual Transfer Learning for Audio Tagging and Sound Event Detection
Interspeech 2021
Augmentation Strategies for Learning With Noisy Labels
CVPR 2021
Augmented Partial Mutual Learning with Frame Masking for Video Captioning
AAAI 2021
Augmenting Imbalanced Time-series Data via Adversarial Perturbation in Latent Space
ACML 2021
Augmenting Policy Learning with Routines Discovered from a Single Demonstration
AAAI 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation
ACL 2021
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models
EMNLP 2021
A unified approach to sentence segmentation of punctuated text in many languages
ACL 2021