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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)

Proactive Agents for Multi-Turn Text-to-Image Generation Under Uncertainty ICML 2025 Probabilistic Conformal Prediction with Approximate Conditional Validity ICLR 2025 Probabilistic Explanations for Linear Models AAAI 2025 Probabilistic Explanations for Regression Models UAI 2025 Probabilistic Geometric Principal Component Analysis with application to neural data ICLR 2025 Probabilistic Interactive 3D Segmentation with Hierarchical Neural Processes ICML 2025 Probabilistic Language-Image Pre-Training ICLR 2025 Probability-Density-aware Semi-supervised Learning AAAI 2025 Probability Density Geodesics in Image Diffusion Latent Space CVPR 2025 ProbeSDF: Light Field Probes For Neural Surface Reconstruction CVPR 2025 Probing and Boosting Large Language Models Capabilities via Attention Heads EMNLP 2025 Probing Neural Network Generalization using Default Patterns NAACL 2025 Probing Relative Interaction and Dynamic Calibration in Multi-modal Entity Alignment ACL 2025 Probing Subphonemes in Morphology Models ACL 2025 Probing the Geometry of Truth: Consistency and Generalization of Truth Directions in LLMs Across Logical Transformations and Question Answering Tasks ACL 2025 Probing the Latent Hierarchical Structure of Data via Diffusion Models ICLR 2025 Probing the Mid-level Vision Capabilities of Self-Supervised Learning CVPR 2025 Processing and acquisition traces in visual encoders: What does CLIP know about your camera? ICCV 2025 Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspective ICML 2025 Progressive Correspondence Regenerator for Robust 3D Registration CVPR 2025 Progressive Facial Granularity Aggregation with Bilateral Attribute-based Enhancement for Face-to-Speech Synthesis EMNLP 2025 Progressive Modality-Adaptive Interactive Network for Multi-Modality Image Fusion IJCAI 2025 Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language Models AAAI 2025 Projection Head is Secretly an Information Bottleneck ICLR 2025 Projection Pursuit Density Ratio Estimation ICML 2025