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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)

Assessing effective de-escalation of crisis conversations using transformer-based models and trend statistics EMNLP 2025 Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components AAAI 2025 Assigning Distinct Roles to Quantized and Low-Rank Matrices Toward Optimal Weight Decomposition ACL 2025 Assignment of account type to proto-cuneiform economic texts with Multi-Class Support Vector Machines NAACL 2025 Association Pattern-enhanced Molecular Representation Learning AAAI 2025 Associative Transformer CVPR 2025 AstroLoc: Robust Space to Ground Image Localizer ICCV 2025 AstroMLab 5: Structured Summaries and Concept Extraction for 400,000 Astrophysics Papers AACL 2025 A Survey of Cognitive Distortion Detection and Classification in NLP EMNLP 2025 A Survey of Structural Entropy: Theory, Methods, and Applications IJCAI 2025 A Survey on Multi-View Knowledge Graph: Generation, Fusion, Applications and Future Directions IJCAI 2025 A Survey on Temporal Interaction Graph Representation Learning: Progress, Challenges, and Opportunities IJCAI 2025 Asymmetric Cross-Modal Hashing Based on Formal Concept Analysis AAAI 2025 Asymmetric Decision-Making in Online Knowledge Distillation: Unifying Consensus and Divergence ICML 2025 Asymmetric Reinforcing Against Multi-Modal Representation Bias AAAI 2025 A Symmetric Relative-Error Loss Function for Intermittent Multiscale Signal Modelling IJCAI 2025 Asymmetric Visual Semantic Embedding Framework for Efficient Vision-Language Alignment AAAI 2025 Asymptotic Inference for Multi-Stage Stationary Treatment Policy with Variable Selection JMLR 2025 Asynchronous Federated Clustering with Unknown Number of Clusters AAAI 2025 A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG NAACL 2025 A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets CVPR 2025 A Template Is All You Meme NAACL 2025 A Text-Based Recommender System that Leverages Explicit Affective State Preferences EMNLP 2025 A Text Embedding Model with Contrastive Example Mining for Point-of-Interest Geocoding COLING 2025 A Text is Worth Several Tokens: Text Embedding from LLMs Secretly Aligns Well with The Key Tokens ACL 2025