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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)

Efficient Algorithms for Attributed Graph Alignment with Vanishing Edge Correlation Extended Abstract COLT 2024 Efficient Algorithms for Learning Monophonic Halfspaces in Graphs COLT 2024 Efficient and Accurate Contextual Re-Ranking for Knowledge Graph Question Answering COLING 2024 Efficient and Interpretable Grammatical Error Correction with Mixture of Experts EMNLP 2024 Efficient Centroid-Linkage Clustering NeurIPS 2024 Efficient Constrained K-center Clustering with Background Knowledge AAAI 2024 Efficient Convex Algorithms for Universal Kernel Learning JMLR 2024 Efficient Data Shapley for Weighted Nearest Neighbor Algorithms AISTATS 2024 Efficient Detection of Commutative Factors in Factor Graphs PGM 2024 Efficient Deweahter Mixture-of-Experts with Uncertainty-Aware Feature-Wise Linear Modulation AAAI 2024 Efficient Dynamic Hard Negative Sampling for Dialogue Selection ACL 2024 Efficient Event Stream Super-Resolution with Recursive Multi-Branch Fusion IJCAI 2024 Efficient Federated Multi-View Clustering with Integrated Matrix Factorization and K-Means IJCAI 2024 Efficient Graph Matching for Correlated Stochastic Block Models NeurIPS 2024 Efficient Leverage Score Sampling for Tensor Train Decomposition NeurIPS 2024 Efficient LLM Comparative Assessment: A Product of Experts Framework for Pairwise Comparisons EMNLP 2024 Efficient LLM Scheduling by Learning to Rank NeurIPS 2024 Efficient Low-Dimensional Compression of Overparameterized Models AISTATS 2024 Efficiently Learning Significant Fourier Feature Pairs for Statistical Independence Testing NeurIPS 2024 Efficient Multi-view Unsupervised Feature Selection with Adaptive Structure Learning and Inference IJCAI 2024 Efficient Nonparametric Tensor Decomposition for Binary and Count Data AAAI 2024 Efficient Online Set-valued Classification with Bandit Feedback ICML 2024 Efficient Pointwise-Pairwise Learning-to-Rank for News Recommendation EMNLP 2024 Efficient Policy Evaluation Across Multiple Different Experimental Datasets NeurIPS 2024 EfficientRAG: Efficient Retriever for Multi-Hop Question Answering EMNLP 2024