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)
Towards Realistic Single-Task Continuous Learning Research for NER
EMNLP 2021
Towards Reusable Network Components by Learning Compatible Representations
AAAI 2021
Towards Robust Bisimulation Metric Learning
NeurIPS 2021
Towards Robust Dynamic Network Embedding
IJCAI 2021
Towards robust vision by multi-task learning on monkey visual cortex
NeurIPS 2021
Towards Robust Visual Information Extraction in Real World: New Dataset and Novel Solution
AAAI 2021
Towards Sample-efficient Overparameterized Meta-learning
NeurIPS 2021
Towards the Prediction of the Vocal Tract Shape from the Sequence of Phonemes to be Articulated
Interspeech 2021
Towards Understanding Deep Learning from Noisy Labels with Small-Loss Criterion
IJCAI 2021
Towards Understanding Learning in Neural Networks with Linear Teachers
ICML 2021
Towards Unified Surgical Skill Assessment
CVPR 2021
Toward the creation of WordNets for ancient Indo-European languages
EACL 2021
Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning
ICML 2021
To What Extent Can English-as-a-Second Language Learners Read Economic News Texts?
EMNLP 2021
To What Extent Does Lexical Normalization Help English-as-a-Second Language Learners to Read Noisy English Texts?
EMNLP 2021
ToxCCIn: Toxic Content Classification with Interpretability
EACL 2021
Tracking Interaction States for Multi-Turn Text-to-SQL Semantic Parsing
AAAI 2021
Tractable computation of expected kernels
UAI 2021
Tractable contextual bandits beyond realizability
AISTATS 2021
Tractable Density Estimation on Learned Manifolds with Conformal Embedding Flows
NeurIPS 2021
Tractable Regularization of Probabilistic Circuits
NeurIPS 2021
Tradeoffs in Data Augmentation: An Empirical Study
ICLR 2021
Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network
AAAI 2021
Traffic Flow Prediction with Vehicle Trajectories
AAAI 2021
Trainable Ranking Models to Evaluate the Semantic Accuracy of Data-to-Text Neural Generator
EMNLP 2021