Core Methods
51,083 papers (8 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Representation Learning (22,308)
Classification (15,497)
Regression (5,281)
Clustering (3,809)
Embedding Learning (3,795)
Metric Learning (2,938)
Graph Neural Networks (1,211)
Graphical Models (1,093)
Feature Learning (891)
Kernel Methods (795)
Dimensionality Reduction (780)
Interpretability (512)
Feature Selection (511)
Matrix Factorization (408)
Ranking (315)
Ensemble Methods (300)
Support Vector Machine (295)
Anomaly Detection (281)
Sequence Modeling (244)
Structured Prediction (237)
Sequence Labeling (157)
Topic Modeling (150)
Sparse Coding (140)
Matrix Completion (131)
Neural Networks (114)
Retrieval (105)
Density Estimation (104)
Estimation (83)
Inference (56)
Decision Tree (50)
Feature Extraction (40)
Model Selection (39)
Prediction (35)
Information Extraction (7)
Papers per year
4
21
30
55
40
51
225
219
249
257
357
364
480
942
818
966
1,394
2,092
3,114
4,415
4,853
5,064
5,371
5,992
6,412
5,823
1,475
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
Federated Deep AUC Maximization for Hetergeneous Data with a Constant Communication Complexity
ICML 2021
Federated Learning for Non-IID Data via Unified Feature Learning and Optimization Objective Alignment
ICCV 2021
Feedback Graph Attention Convolutional Network for MR Images Enhancement by Exploring Self-Similarity Features
MIDL 2021
Fenchel-Young Losses with Skewed Entropies for Class-posterior Probability Estimation
AISTATS 2021
Few-Shot 3D Point Cloud Semantic Segmentation
CVPR 2021
Few-Shot Classification With Feature Map Reconstruction Networks
CVPR 2021
Few-Shot Class-Incremental Learning via Relation Knowledge Distillation
AAAI 2021
Few-Shot Conformal Prediction with Auxiliary Tasks
ICML 2021
Few-Shot Data-Driven Algorithms for Low Rank Approximation
NeurIPS 2021
Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks
EMNLP 2021
Few-shot Font Generation with Localized Style Representations and Factorization
AAAI 2021
Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling
CVPR 2021
Few-Shot Incremental Learning With Continually Evolved Classifiers
CVPR 2021
Few-shot Intent Classification and Slot Filling with Retrieved Examples
NAACL 2021
Few-shot Learning for Multi-label Intent Detection
AAAI 2021
Few-shot Learning for Slot Tagging with Attentive Relational Network
EACL 2021
Few-Shot Learning via Learning the Representation, Provably
ICLR 2021
Few-Shot One-Class Classification via Meta-Learning
AAAI 2021
Few-Shot Open-Set Recognition by Transformation Consistency
CVPR 2021
Few-Shot Partial-Label Learning
IJCAI 2021
FII FUNNY at SemEval-2021 Task 7: HaHackathon: Detecting and rating Humor and Offense
SemEval 2021
Filling the Gap of Utterance-aware and Speaker-aware Representation for Multi-turn Dialogue
AAAI 2021
Filling the Gaps in Ancient Akkadian Texts: A Masked Language Modelling Approach
EMNLP 2021
Filtered Inner Product Projection for Crosslingual Embedding Alignment
ICLR 2021
FIMAP: Feature Importance by Minimal Adversarial Perturbation
AAAI 2021