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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
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Papers (including subtopics)

Graph neural networks extrapolate out-of-distribution for shortest paths COLT 2026 GRIM: Task-Oriented Grasping with Conditioning on Generative Examples AAAI 2026 GRITHopper: Decomposition-Free Multi-Hop Dense Retrieval EACL 2026 Grounding Descriptions in Images informs Zero-Shot Visual Recognition WACV 2026 Guess or Recall? Training CNNs to Classify and Localize Memorization in LLMs AAAI 2026 Guided Texture Segmentation via Coordinate-Aware Class-Ratio Mapping WACV 2026 GuysLLM at SemEval-2026 Task 5: NLI-Informed Regression for Graded Word-Sense Plausibility in Narrative Contexts SemEval 2026 HandMCM: Multi-modal Point Cloud-based Correspondence State Space Model for 3D Hand Pose Estimation AAAI 2026 Harnessing Consistency for Robust Test-Time LLM Ensemble EACL 2026 Harnessing Data from Clustered LQR Systems: Personalized and Collaborative Policy Optimization L4DC 2026 Harnessing the Power of Foundation Models for Accurate Material Classification CVPR 2026 HC2-GNN: Hierarchical Graph Representation Learning for Efficient Text Classification AAAI 2026 HCMUS_PrisonDilemma at AbjadAuthorID Shared Task: Less is More with Base Models EACL 2026 HCMUS_PrompterXPrompter at AbjadMed: When Classification Meets Retrieval: Taming the Long Tail in Arabic Medical Text Classification EACL 2026 Heterogeneous Uncertainty-Guided Composed Image Retrieval with Fine-Grained Probabilistic Learning AAAI 2026 Hierarchical Concept Embedding & Pursuit for Interpretable Image Classification CVPR 2026 Hierarchical Cross-View Alignment for Multi-View Clustering via Decoupled Information Distillation AAAI 2026 Hierarchical Dataset Selection for High-Quality Data Sharing AAAI 2026 Hierarchical Direction Perception via Atomic Dot-Product Operators for Rotation-Invariant Point Clouds Learning AAAI 2026 Hierarchical Reinforcement Learning with Topology-Aware Exploration Framework for Multi-path Commodity Flow Problem AAAI 2026 Hierarchical Semantic Alignment for Image Clustering AAAI 2026 Hierarchical Structure-Property Alignment for Data-Efficient Molecular Generation and Editing AAAI 2026 Hierarchical Text Classification with LLM-Refined Taxonomies EACL 2026 HierarNet: Independent Interactive Hierarchical Disease Outbreak Forecasting AAAI 2026 Hier-COS: Making Deep Features Hierarchy-aware via Composition of Orthogonal Subspaces CVPR 2026