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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)

The Alchemy of Thought: Understanding In-Context Learning Through Supervised Classification IJCNLP 2025 The American Sign Language Knowledge Graph: Infusing ASL Models with Linguistic Knowledge NAACL 2025 The Arabic Generality Score: Another Dimension of Modeling Arabic Dialectness EMNLP 2025 The Bandit Whisperer: Communication Learning for Restless Bandits AAAI 2025 The Breakdown of Gaussian Universality in Classification of High-dimensional Linear Factor Mixtures ICLR 2025 The Complexity of Learning Sparse Superposed Features with Feedback ICML 2025 The Consistent Lack of Variance of Psychological Factors Expressed by LLMs and Spambots COLING 2025 The_Deathly_Hallows@DravidianLangTech 2025: AI Content Detection in Dravidian Languages NAACL 2025 The Development of Hebrew in Antiquity – A Computational Linguistic Study NAACL 2025 The discordance between embedded ethics and cultural inference in large language models EMNLP 2025 The Disparate Benefits of Deep Ensembles ICML 2025 The Double-Ellipsoid Geometry of CLIP ICML 2025 The Dynamic Duo of Collaborative Masking and Target for Advanced Masked Autoencoder Learning AAAI 2025 The Effect of SGD Batch Size on Autoencoder Learning: Sparsity, Sharpness, and Feature Learning JMLR 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025 The Enemy from Within: A Study of Political Delegitimization Discourse in Israeli Political Speech EMNLP 2025 “The Facts Speak for Themselves”: GPT and Fallacy Classification ACL 2025 The FineView Dataset:A 3D Scanned Multi-View Object Dataset of Fine-Grained Category Instances WACV 2025 The Generalized Skew Spectrum of Graphs ICML 2025 The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs JMLR 2025 The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces NAACL 2025 The Good, the Bad and the Constructive: Automatically Measuring Peer Review’s Utility for Authors EMNLP 2025 The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation IJCAI 2025 The Hidden Attention of Mamba Models ACL 2025 The Hidden Cost of Waiting for Accurate Predictions ICLR 2025