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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)

Socially-Informed Reconstruction for Pedestrian Trajectory Forecasting WACV 2025 SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation CoRL 2025 Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025 Soft Reasoning Paths for Knowledge Graph Completion IJCAI 2025 Soft Self-labeling and Potts Relaxations for Weakly-supervised Segmentation CVPR 2025 Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning ICCV 2025 SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer CVPR 2025 SOGS: Second-Order Anchor for Advanced 3D Gaussian Splatting CVPR 2025 SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest EMNLP 2025 Solving Copyright Infringement on Short Video Platforms: Novel Datasets and an Audio Restoration Deep Learning Pipeline IJCAI 2025 Solving Instance Detection from an Open-World Perspective CVPR 2025 SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning CVPR 2025 Something’s Fishy in the Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks ACL 2025 Sonata: Self-Supervised Learning of Reliable Point Representations CVPR 2025 SONICS: Synthetic Or Not - Identifying Counterfeit Songs ICLR 2025 Sortformer: A Novel Approach for Permutation-Resolved Speaker Supervision in Speech-to-Text Systems ICML 2025 SoundVista: Novel-View Ambient Sound Synthesis via Visual-Acoustic Binding CVPR 2025 SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs IJCAI 2025 Sp3ctralMamba: Physics-Driven Joint State Space Model for Hyperspectral Image Reconstruction AAAI 2025 SpaceDet: A Large-scale Space-based Image Dataset and RSO Detection for Space Situational Awareness IJCAI 2025 SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels ICLR 2025 SPAC: Sparse Partitioning and Adaptive Core Tensor Pruning Model for Knowledge Graph Completion AAAI 2025 SpaGBOL: Spatial-Graph-Based Orientated Localisation WACV 2025 Spanish Dialect Classification: A Comparative Study of Linguistically Tailored Features, Unigrams and BERT Embeddings ACL 2025 Sparse Activation Editing for Reliable Instruction Following in Narratives EMNLP 2025