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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)

AnyCalib: On-Manifold Learning for Model-Agnostic Single-View Camera Calibration ICCV 2025 AnyEdit: Edit Any Knowledge Encoded in Language Models ICML 2025 Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval ACL 2025 AnyPlace: Learning Generalizable Object Placement for Robot Manipulation CoRL 2025 Any-Resolution AI-Generated Image Detection by Spectral Learning CVPR 2025 A Parameter-Efficient and Fine-Grained Prompt Learning for Vision-Language Models ACL 2025 APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning AAAI 2025 A Peer-review Look on Multi-modal Clustering: An Information Bottleneck Realization Method ICML 2025 A Physics-Augmented Deep Learning Framework for Classifying Single Molecule Force Spectroscopy Data ICML 2025 A Pioneering Neural Network Method for Efficient and Robust Fuel Sloshing Simulation in Aircraft AAAI 2025 APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty AAAI 2025 A Polynomial-time Algorithm for Online Sparse Linear Regression with Improved Regret Bound under Weaker Conditions COLT 2025 Approximately Correct Label Distribution Learning ICML 2025 Approximating Latent Manifolds in Neural Networks via Vanishing Ideals ICML 2025 Approximating Metric Magnitude of Point Sets AAAI 2025 A Practical Examination of AI-Generated Text Detectors for Large Language Models NAACL 2025 A Practical Method for Generating String Counterfactuals NAACL 2025 A Practical Tool to Help Automate Interlinear Glossing: a Study on Mukrī Kurdish ACL 2025 A Preliminary Exploration of Phrase-Based SMT and Multi-BPE Segmentations through Concatenated Tokenised Corpora for Low-Resource Indian Languages EMNLP 2025 A primer on linear classification with missing data AISTATS 2025 AQUAFace: Age-Invariant Quality Adaptive Face Recognition for Unconstrained Selfie vs ID Verification AAAI 2025 ArabEmoNet: A Lightweight Hybrid 2D CNN-BiLSTM Model with Attention for Robust Arabic Speech Emotion Recognition EMNLP 2025 Arabic Topic Classification Corpus of the Nakba Short Stories COLING 2025 ArabicWeb-Edu: Educational Quality Data for Arabic LLM Training EMNLP 2025 A Random Matrix Theory Perspective on the Spectrum of Learned Features and Asymptotic Generalization Capabilities AISTATS 2025