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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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'25

Papers (including subtopics)

Classification of High-dimensional Time Series in Spectral Domain Using Explainable Features with Applications to Neuroimaging Data AISTATS 2025 Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025 Classifier-guided CLIP Distillation for Unsupervised Multi-label Classification CVPR 2025 Classifying and Tracking International Aid Contribution Towards SDGs IJCAI 2025 Classifying Copy Number Variations Using State Space Modeling of Targeted Sequencing Data: A Case Study in Thalassemia MLHC 2025 Class Imbalance in Anomaly Detection: Learning from an Exactly Solvable Model AISTATS 2025 Clean-Label Graph Backdoor Attack in the Node Classification Task AAAI 2025 Cleanse: Uncertainty Estimation Approach Using Clustering-based Semantic Consistency in LLMs ACL 2025 CLEAR: A Clinically Grounded Tabular Framework for Radiology Report Evaluation EMNLP 2025 CLEP: A Novel Contrastive Learning Method for Evolutionary Reentrancy Vulnerability Detection AAAI 2025 CLeVeR: Multi-modal Contrastive Learning for Vulnerability Code Representation ACL 2025 ClimateCheck2025: Multi-Stage Retrieval Meets LLMs for Automated Scientfic Fact-Checking ACL 2025 CLIMB-ReID: A Hybrid CLIP-Mamba Framework for Person Re-Identification AAAI 2025 Clinical Measurements with Calibrated Instance-Dependent Confidence Interval MIDL 2025 CLIP-Adapted Region-to-Text Learning for Generative Open-Vocabulary Semantic Segmentation ICCV 2025 CLIP-Fusion: A Spatio-Temporal Quality Metric for Frame Interpolation WACV 2025 CLIP-MoE: Towards Building Mixture of Experts for CLIP with Diversified Multiplet Upcycling EMNLP 2025 CLIP-MSM: A Multi-Semantic Mapping Brain Representation for Human High-Level Visual Cortex AAAI 2025 CLIP-PCQA: Exploring Subjective-Aligned Vision-Language Modeling for Point Cloud Quality Assessment AAAI 2025 CLIPping Imbalances: A Novel Evaluation Baseline and PEARL Dataset for Pedestrian Attribute Recognition WACV 2025 CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation CVPR 2025 Clique Number Estimation via Differentiable Functions of Adjacency Matrix Permutations ICLR 2025 CLLMRec: Contrastive Learning with LLMs-based View Augmentation for Sequential Recommendation IJCAI 2025 CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss CVPR 2025 Closest Neighbors are Harmful for Lightweight Masked Auto-encoders CVPR 2025