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)
Robust High-Dimensional Classification From Few Positive Examples
IJCAI 2022
Robust Interpretable Text Classification against Spurious Correlations Using AND-rules with Negation
IJCAI 2022
Robust Invertible Image Steganography
CVPR 2022
Robust Kernel Density Estimation with Median-of-Means principle
ICML 2022
Robust Learning against Relational Adversaries
NeurIPS 2022
Robust Multi-Organ Nucleus Segmentation Using a Locally Rotation Invariant Bispectral U-Net
MIDL 2022
Robustness and Reliability When Training With Noisy Labels
AISTATS 2022
Robustness of Fusion-based Multimodal Classifiers to Cross-Modal Content Dilutions
EMNLP 2022
Robustness to Label Noise Depends on the Shape of the Noise Distribution
NeurIPS 2022
Robust Optimal Classification Trees against Adversarial Examples
AAAI 2022
Robust Outlier Detection by De-Biasing VAE Likelihoods
CVPR 2022
Robust Product Classification with Instance-Dependent Noise
ACL 2022
Robust Rule Learning for Reliable and Interpretable Insight into Expertise Transfer Opportunities
AAAI 2022
Robust SDE-Based Variational Formulations for Solving Linear PDEs via Deep Learning
ICML 2022
Robust Semi-Supervised Learning when Not All Classes have Labels
NeurIPS 2022
Robust Sparse Mean Estimation via Sum of Squares
COLT 2022
Robust Streaming PCA
NeurIPS 2022
Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks With Implicit Gradients
CVPR 2022
Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering
EMNLP 2022
Robust textual embedding against word-level adversarial attacks
UAI 2022
Robust Training under Label Noise by Over-parameterization
ICML 2022
Role-based Multiplex Network Embedding
ICML 2022
Role of Human-AI Interaction in Selective Prediction
AAAI 2022
RoLNiP: Robust Learning Using Noisy Pairwise
Comparisons
ACML 2022
RoMe: A Robust Metric for Evaluating Natural Language Generation
ACL 2022