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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)

Multimodal Super-Resolution: Discovering Hidden Physics and Its Application to Fusion Plasmas (Abstract Reprint) AAAI 2026 Multiplex Heterogeneous Graph Neural Networks with Euclidean-Riemannian Mutual Space Synergy AAAI 2026 MultiTab: A Scalable Foundation for Multitask Learning on Tabular Data AAAI 2026 Multitasks-based Deep Evidential Fusion Network for Blind Image Quality Assessment AAAI 2026 Multivariate Functional Linear Discriminant Analysis for Partially-Observed Time Series (Abstract Reprint) AAAI 2026 Multivariate Gaussian Representation Learning for Medical Action Evaluation AAAI 2026 Multi-View Clustering with Granularity-Aware Pseudo Supervision AAAI 2026 Multi-view Learning via Trusted Pairwise Entity Energy AAAI 2026 MusicRec: Multi-modal Semantic-Enhanced Identifier with Collaborative Signals for Generative Recommendation AAAI 2026 MV-LLMRec: Multi-View Representation Learning with Large Language Models for Recommendation (Student Abstract) AAAI 2026 MWE-2026 Shared Task: AdMIRe 2 Advancing Multimodal Idiomaticity Representation EACL 2026 MyGram: Modality-aware Graph Transformer with Global Distribution for Multi-modal Entity Alignment AAAI 2026 NCL-BU at SemEval-2026 Task 3: Fine-tuning XLM-RoBERTa for Multilingual Dimensional Sentiment Regression SemEval 2026 Near-Exponential Convergence Rates for kNN Classifications based on Boltzmann Margin UAI 2026 Near-optimal Delta-convex Estimation of Lipschitz Functions JMLR 2026 Near-optimal Linear Predictive Clustering in Non-separable Spaces via MIP and QPBO Reductions AAAI 2026 Negative-Aware Diffusion Process for Temporal Knowledge Graph Extrapolation EACL 2026 Negative Sampling Techniques in Dense Retrieval: A Survey EACL 2026 Neighbor-aware Instance Refining with Noisy Labels for Cross-Modal Retrieval AAAI 2026 Neighbor-aware Label Refinement: Enhancing Unreliable Instance-Dependent Partial Labels AAAI 2026 Nested Subspace Learning with Flags JMLR 2026 Network Inversion for Uncertainty-Aware Out-of-Distribution Detection (Student Abstract) AAAI 2026 Neural Collapse-Informed Initialization with Perturbation Injection in Classification-based Metric Learning AAAI 2026 Neural Collapse Priors Driven Trust Semi-Supervised Multi-View Classification AAAI 2026 Neural Field-Based 3D Surface Reconstruction of Microstructures from Multi-Detector Signals in Scanning Electron Microscopy CVPR 2026