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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)

MSAmba: Exploring Multimodal Sentiment Analysis with State Space Models AAAI 2025 MS-DPPs: Multi-Source Determinantal Point Processes for Contextual Diversity Refinement of Composite Attributes in Text to Image Retrieval IJCAI 2025 MS-Glance: Bio-Inspired Non-Semantic Context Vectors and their Applications in Supervising Image Reconstruction WACV 2025 MSG-LLM: A Multi-scale Interactive Framework for Graph-enhanced Large Language Models COLING 2025 MSR: A Multifaceted Self-Retrieval Framework for Microscopic Cascade Prediction AAAI 2025 mStyleDistance: Multilingual Style Embeddings and their Evaluation ACL 2025 MSVIT: Improving Spiking Vision Transformer Using Multi-scale Attention Fusion IJCAI 2025 MTGIB-UNet: A Multi-Task Graph Information Bottleneck and Uncertainty Weighted Network for ADMET Prediction IJCAI 2025 MTPNet: Multi-Grained Target Perception for Unified Activity Cliff Prediction IJCAI 2025 MuCoS: Efficient Drug–Target Discovery via Multi-Context-Aware Sampling in Knowledge Graphs ACL 2025 MuHBoost: Multi-Label Boosting For Practical Longitudinal Human Behavior Modeling ICLR 2025 Multi-aspect Self-guided Deep Information Bottleneck for Multi-modal Clustering AAAI 2025 Multi-Attribute Steering of Language Models via Targeted Intervention ACL 2025 MultiCAT: Multimodal Communication Annotations for Teams NAACL 2025 MultiClaimNet: A Massively Multilingual Dataset of Fact-Checked Claim Clusters EMNLP 2025 Multi-Class versus Means-End: Assessing Classification Approaches for Argument Patterns ACL 2025 Multi-Conditional Ranking with Large Language Models NAACL 2025 Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025 Multi-domain Distribution Learning for De Novo Drug Design ICLR 2025 Multi-Domain Explainability of Preferences EMNLP 2025 Multi-Facet Blending for Faceted Query-by-Example Retrieval ACL 2025 Multi-Field Adaptive Retrieval ICLR 2025 Multi-Frame Deformable Look-Up Table for Compressed Video Quality Enhancement AAAI 2025 Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary AAAI 2025 Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation COLING 2025