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)
Theoretical Foundations of t-SNE for Visualizing High-Dimensional Clustered Data
JMLR 2022
"The Pedestrian Next to the Lamppost" Adaptive Object Graphs for Better Instantaneous Mapping
CVPR 2022
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift
NeurIPS 2022
The predictability of literary translation
AACL 2022
The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation?
NeurIPS 2022
The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy
CVPR 2022
The Psychology of Semantic Spaces: Experiments with Positive Emotion (Student Abstract)
AAAI 2022
There Is No Standard Answer: Knowledge-Grounded Dialogue Generation with Adversarial Activated Multi-Reference Learning
EMNLP 2022
The Role of Common Ground for Referential Expressions in Social Dialogues
COLING 2022
The Role of Interactivity in Structured Estimation
COLT 2022
The role of optimization geometry in single neuron learning
AISTATS 2022
The Secret of Metaphor on Expressing Stronger Emotion
EMNLP 2022
The Separation Capacity of Random Neural Networks
JMLR 2022
The SIGMORPHON 2022 Shared Task on Morpheme Segmentation
NAACL 2022
The SIGTYP 2022 Shared Task on the Prediction of Cognate Reflexes
NAACL 2022
The Specificity and Helpfulness of Peer-to-Peer Feedback in Higher Education
NAACL 2022
The Structured Abstain Problem and the Lovász Hinge
COLT 2022
The subtle language of exclusion: Identifying the Toxic Speech of Trans-exclusionary Radical Feminists
NAACL 2022
The Surprising Effectiveness of Representation Learning for Visual Imitation
RSS 2022
The Teaching Dimension of Regularized Kernel Learners
ICML 2022
The Three Stages of Learning Dynamics in High-dimensional Kernel Methods
ICLR 2022
The Tree Loss: Improving Generalization with Many Classes
AISTATS 2022
The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings
EMNLP 2022
The (Undesired) Attenuation of Human Biases by Multilinguality
EMNLP 2022
The Unreasonable Effectiveness of Fully-Connected Layers for Low-Data Regimes
NeurIPS 2022