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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)

Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement ICLR 2025 Few-Shot Fine-Grained Image Classification with Progressively Feature Refinement and Continuous Relationship Modeling AAAI 2025 Few-shot Implicit Function Generation via Equivariance CVPR 2025 Few-Shot Learning Translation from New Languages EMNLP 2025 Few-shot Novel Category Discovery IJCAI 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Few-shot Personalized Scanpath Prediction CVPR 2025 Feynman-Kac Correctors in Diffusion: Annealing, Guidance, and Product of Experts ICML 2025 FG^2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching CVPR 2025 FGDGNN: Fine-Grained Dynamic Graph Neural Network for Rumor Detection on Social Media ACL 2025 FGeo-HyperGNet: Geometric Problem Solving Integrating FormalGeo Symbolic System and Hypergraph Neural Network IJCAI 2025 FG-OrIU: Towards Better Forgetting via Feature-Gradient Orthogonality for Incremental Unlearning ICCV 2025 FIC-TSC: Learning Time Series Classification with Fisher Information Constraint ICML 2025 FIDELITY: Fine-grained Interpretable Distillation for Effective Language Insights and Topic Yielding NAACL 2025 Fields of The World: A Machine Learning Benchmark Dataset for Global Agricultural Field Boundary Segmentation AAAI 2025 Filipino Benchmarks for Measuring Sexist and Homophobic Bias in Multilingual Language Models from Southeast Asia COLING 2025 Filling the Missings: Spatiotemporal Data Imputation by Conditional Diffusion IJCAI 2025 Filter or Compensate: Towards Invariant Representation from Distribution Shift for Anomaly Detection AAAI 2025 FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025 Finally Rank-Breaking Conquers MNL Bandits: Optimal and Efficient Algorithms for MNL Assortment ICLR 2025 FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025 FIND: A Framework for Discovering Formulas in Data AAAI 2025 Find and Perceive: Tell Visual Change with Fine-Grained Comparison IJCAI 2025 Finding Common Patterns in Domestic Violence Stories Posted on Reddit NAACL 2025 Finding Shared Decodable Concepts and their Negations in the Brain ICLR 2025