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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)

SUE: Sparsity-based Uncertainty Estimation via Sparse Dictionary Learning EMNLP 2025 SUICA: Learning Super-high Dimensional Sparse Implicit Neural Representations for Spatial Transcriptomics ICML 2025 Suit the Node Pair to the Case: A Multi-Scale Node Pair Grouping Strategy for Graph-MLP Distillation IJCAI 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 Super Deep Contrastive Information Bottleneck for Multi-modal Clustering ICML 2025 SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing ICCV 2025 Super(ficial)-alignment: Strong Models May Deceive Weak Models in Weak-to-Strong Generalization ICLR 2025 Supervised and Semi-Supervised Diffusion Maps with Label-Driven Diffusion ICLR 2025 Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025 Supervised Learning with Evolving Tasks and Performance Guarantees JMLR 2025 Supervised Machine Learning based Amharic Text Complexity Classification Using Automatic Annotator Tool ACL 2025 Supervised Score-Based Modeling by Gradient Boosting AAAI 2025 Support Vector-based Estimation of Multilinear Games for Feature Selection and Explanation AAAI 2025 SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning EMNLP 2025 Surgical Workflow Recognition and Blocking Effectiveness Detection in Laparoscopic Liver Resection with Pringle Maneuver AAAI 2025 Survival Prediction in Lung Cancer through Multi-Modal Representation Learning WACV 2025 SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation CVPR 2025 Swahili News Classification: Performance, Challenges, and Explainability Across ML, DL, and Transformers ACL 2025 SWAM: Adaptive Sliding Window and Memory-Augmented Attention Model for Rumor Detection EMNLP 2025 SWAMamba: A Sliding Window Attention Mamba Framework for Predicting Translation Elongation Rates AAAI 2025 Swan and ArabicMTEB: Dialect-Aware, Arabic-Centric, Cross-Lingual, and Cross-Cultural Embedding Models and Benchmarks NAACL 2025 Swing-by Dynamics in Concept Learning and Compositional Generalization ICLR 2025 Switching State Space Modeling via Constrained Inference for Clinical Outcome Prediction MLHC 2025 SyllableLM: Learning Coarse Semantic Units for Speech Language Models ICLR 2025 Symbolic Neural Ordinary Differential Equations AAAI 2025