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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
51
357
966
4,853
5,823
2000
'5
'10
'15
'20
'25

Papers (including subtopics)

Precision-Enhanced Human-Object Contact Detection via Depth-Aware Perspective Interaction and Object Texture Restoration AAAI 2025 Predicate Hierarchies Improve Few-Shot State Classification ICLR 2025 Predicting Cross-lingual Trends in Microblogs EMNLP 2025 Predicting Depression in Screening Interviews from Interactive Multi-Theme Collaboration ACL 2025 Predicting Emotion Intensity in Text Using Transformer-Based Models SemEval 2025 Predicting ICU Length of Stay for Patients using Latent Categorization of Health Conditions NAACL 2025 Predicting Language Models’ Success at Zero-Shot Probabilistic Prediction EMNLP 2025 Predicting Median, Disagreement and Noise Label in Ordinal Word-in-Context Data COLING 2025 Predicting Prosodic Boundaries for Children’s Texts EMNLP 2025 Predicting Spectral Information for Self-Supervised Signal Classification IJCAI 2025 Predicting the Original Appearance of Damaged Historical Documents AAAI 2025 Predicting the Predictable in the Psychiatric High Risk MLHC 2025 Predicting The Scholarly Impact of Research Papers Using Retrieval-Augmented LLMs ACL 2025 Predicting the Target Word of Game-playing Conversations using a Low-Rank Dialect Adapter for Decoder Models NAACL 2025 Predicting Through Generation: Why Generation Is Better for Prediction ACL 2025 Prediction-Based Adaptive Variable Ordering Heuristics for Constraint Satisfaction Problems AAAI 2025 Prediction Hubs are Context-Informed Frequent Tokens in LLMs ACL 2025 Prediction models that learn to avoid missing values ICML 2025 Prediction via Shapley Value Regression ICML 2025 Predictive Modeling of Homeless Service Assignment: A Representation Learning Approach AAAI 2025 Predictive Performance of Deep Quantum Data Re-uploading Models ICML 2025 Preference Diffusion for Recommendation ICLR 2025 Preference Elicitation for Multi-objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation IJCAI 2025 Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025 Premise-Augmented Reasoning Chains Improve Error Identification in Math reasoning with LLMs ICML 2025