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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
'5
'10
'15
'20
'25

Papers (including subtopics)

Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions ACL 2025 Tracing Copied Pixels and Regularizing Patch Affinity in Copy Detection ICCV 2025 Tracing Representation Progression: Analyzing and Enhancing Layer-Wise Similarity ICLR 2025 Tracking and Identifying International Propaganda and Influence Networks Online AAAI 2025 Tracking Life’s Ups and Downs: Mining Life Events from Social Media Posts for Mental Health Analysis ACL 2025 TrackVerse: A Large-Scale Object-Centric Video Dataset for Image-Level Representation Learning ICCV 2025 TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge ACL 2025 Training Data Soft Selection via Joint Density Ratio Estimation ACML 2025 Training Deep Neural Networks with Virtual Smoothing Classes AAAI 2025 Training Dynamics of In-Context Learning in Linear Attention ICML 2025 Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights CVPR 2025 Training-free Open-Vocabulary Semantic Segmentation via Diverse Prototype Construction and Sub-region Matching AAAI 2025 Training LLMs to be Better Text Embedders through Bidirectional Reconstruction EMNLP 2025 Training Matting Models Without Alpha Labels AAAI 2025 TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories IJCAI 2025 Trajectory-Dependent Generalization Bounds for Pairwise Learning with φ-mixing Samples IJCAI 2025 TrajSurv: Learning Continuous Latent Trajectories from Electronic Health Records for Trustworthy Survival Prediction MLHC 2025 Transfer Learning Meets Functional Linear Regression: No Negative Transfer Under Posterior Drift AAAI 2025 Transfer of Structural Knowledge from Synthetic Languages ACL 2025 Transferring Extreme Subword Style Using Ngram Model-Based Logit Scaling NAACL 2025 Transformer25 at SemEval-2025 Task 1: A similarity-based approach SemEval 2025 Transformer-based Causal Language Models Perform Clustering NAACL 2025 Transformer-Based Medical Statement Classification in Doctor-Patient Dialogues ACL 2025 Transformer-Based Spatial-Temporal Counterfactual Outcomes Estimation ICML 2025 Transformer-based Speech Model Learns Well as Infants and Encodes Abstractions through Exemplars in the Poverty of the Stimulus Environment COLING 2025