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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)

Representation Learning Based Predicate Invention on Knowledge Graphs AAAI 2025 Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks IJCAI 2025 Representation Potentials of Foundation Models for Multimodal Alignment: A Survey EMNLP 2025 Representation Preserving Multiclass Agnostic to Realizable Reduction ICML 2025 Representation Shattering in Transformers: A Synthetic Study with Knowledge Editing ICML 2025 Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025 Representations Shape Weak-to-Strong Generalization: Theoretical Insights and Empirical Predictions ICML 2025 Representation Surgery in Model Merging with Probabilistic Modeling ICML 2025 Representer Theorems for Metric and Preference Learning: Geometric Insights and Algorithms AISTATS 2025 Representing and Clustering Errors in Offensive Language Detection NAACL 2025 Representing LLMs in Prompt Semantic Task Space EMNLP 2025 Representing Sounds as Neural Amplitude Fields: A Benchmark of Coordinate-MLPs and a Fourier Kolmogorov-Arnold Framework AAAI 2025 Reproducing the Argument Quality Prediction of Project Debater ACL 2025 ReproHum #0669-08: Reproducing Sentiment Transfer Evaluation ACL 2025 ReSa2: A Two-Stage Retrieval-Sampling Algorithm for Negative Sampling in Dense Retrieval ACML 2025 ReSeeding Latent States for Sequential Language Understanding EMNLP 2025 RESfM: Robust Deep Equivariant Structure from Motion ICLR 2025 ReSi: A Comprehensive Benchmark for Representational Similarity Measures ICLR 2025 Residual Deep Gaussian Processes on Manifolds ICLR 2025 Residualized Similarity for Faithfully Explainable Authorship Verification EMNLP 2025 Residual Kernel Policy Network: Enhancing Stability and Robustness in RKHS-Based Reinforcement Learning ICLR 2025 Residual TPP: A Unified Lightweight Approach for Event Stream Data Analysis ICML 2025 ResKoopNet: Learning Koopman Representations for Complex Dynamics with Spectral Residuals ICML 2025 Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling ACL 2025 Resolving Lexical Bias in Model Editing ICML 2025