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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)

Semantic Reshuffling with LLM and Heterogeneous Graph Auto-Encoder for Enhanced Rumor Detection COLING 2025 Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning ICML 2025 Semantic Topology: a New Perspective for Communication Style Characterization ACL 2025 SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts EMNLP 2025 SemEval 2025 Task 10: Multilingual Characterization and Extraction of Narratives from Online News SemEval 2025 SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes SemEval 2025 SemEval-2025 Task 5: LLMs4Subjects - LLM-based Automated Subject Tagging for a National Technical Library’s Open-Access Catalog SemEval 2025 SemEval-2025 Task 9: The Food Hazard Detection Challenge SemEval 2025 Semialgebraic Neural Networks: From roots to representations ICLR 2025 Semiotic-Based Construction of a Large Emotional Image Dataset with Neutral Samples WACV 2025 Semiparametric conformal prediction AISTATS 2025 Semi-Parametric Retrieval via Binary Bag-of-Tokens Index ICLR 2025 Semi-Supervised Clustering Framework for Fine-grained Scene Graph Generation AAAI 2025 Semi-supervised Infrared Small Target Detection with Thermodynamic-Inspired Uneven Perturbation and Confidence Adaptation AAAI 2025 Semi-Supervised Multimodal Classification Through Learning from Modal and Strategic Complementarities AAAI 2025 Semi-Supervised Multi-View Multi-Label Learning with View-Specific Transformer and Enhanced Pseudo-Label AAAI 2025 Semi-Supervised Online Cross-Modal Hashing AAAI 2025 SeMob: Semantic Synthesis for Dynamic Urban Mobility Prediction EMNLP 2025 SEMU-Net: A Segmentation-Based Corrector for Fabrication Process Variations of Nanophotonics with Microscopic Images WACV 2025 Sentence-Alignment in Semi-parallel Datasets NAACL 2025 SENTRA: Selected-Next-Token Transformer for LLM Text Detection EMNLP 2025 SEP: A General Lossless Compression Framework with Semantics Enhancement and Multi-Stream Pipelines IJCAI 2025 Separating Knowledge and Perception with Procedural Data ICML 2025 Separating the Wheat from the Chaff: Spatio-Temporal Transformer with View-interweaved Attention for Photon-Efficient Depth Sensing AAAI 2025 Separation-Based Distance Measures for Causal Graphs AISTATS 2025