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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)

Separation for Better Integration: Disentangling Edge and Motion in Event-based Deblurring ICCV 2025 SEPS: A Separability Measure for Robust Unlearning in LLMs EMNLP 2025 SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning CVPR 2025 SeqTNS: Sequential Tolerance-based Classifier for Identification of Rhetorical Roles in Indian Legal Documents IJCNLP 2025 Sequence Structure Aware Retriever for Procedural Document Retrieval: A New Dataset and Baseline EMNLP 2025 Sequential Kernelized Stein Discrepancy AISTATS 2025 Sequential Preference Optimization: Multi-Dimensional Preference Alignment with Implicit Reward Modeling AAAI 2025 Serial Position Effects of Large Language Models ACL 2025 SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement CVPR 2025 SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025 SFDM: Robust Decomposition of Geometry and Reflectance for Realistic Face Rendering from Sparse-view Images CVPR 2025 SGAD: Semantic and Geometric-aware Descriptor for Local Feature Matching ICCV 2025 Shape as Line Segments: Accurate and Flexible Implicit Surface Representation ICLR 2025 Shapley Consensus Deep Learning for Ensemble Pruning WACV 2025 Shapley-Guided Utility Learning for Effective Graph Inference Data Valuation ICLR 2025 Shared-AE: Automatic Identification of Shared Subspaces in High-dimensional Neural and Behavioral Activity ICLR 2025 Sharpening Neural Implicit Functions with Frequency Consolidation Priors AAAI 2025 Sharper Error Bounds in Late Fusion Multi-view Clustering with Eigenvalue Proportion Optimization AAAI 2025 Sharper Guarantees for Learning Neural Network Classifiers with Gradient Methods ICLR 2025 Sharp Generalization for Nonparametric Regression by Over-Parameterized Neural Networks: A Distribution-Free Analysis in Spherical Covariate ICML 2025 Sharpness-Aware Minimization for Topic Models with High-Quality Document Representations NAACL 2025 SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025 Shedding Light on Time Series Classification using Interpretability Gated Networks ICLR 2025 ShEPhERD: Diffusing shape, electrostatics, and pharmacophores for bioisosteric drug design ICLR 2025 ShieldHead: Decoding-time Safeguard for Large Language Models ACL 2025