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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)

Mitigating Spurious Correlations via Counterfactual Contrastive Learning EMNLP 2025 MITracker: Multi-View Integration for Visual Object Tracking CVPR 2025 Mixed-curvature decision trees and random forests ICML 2025 Mixed-Curvature Multi-Modal Knowledge Graph Completion AAAI 2025 Mixed-Feature Logistic Regression Robust to Distribution Shifts AISTATS 2025 Mixed Signals: Understanding Model Disagreement in Multimodal Empathy Detection IJCNLP 2025 Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented Generation COLING 2025 MixRevDetect: Towards Detecting AI-Generated Content in Hybrid Peer Reviews. NAACL 2025 Mixture-of-Attack-Experts with Class Regularization for Unified Physical-Digital Face Attack Detection AAAI 2025 Mixture-of-Clustered-Experts: Advancing Expert Specialization and Generalization in Instruction Tuning EMNLP 2025 Mixture of Experts as Representation Learner for Deep Multi-View Clustering AAAI 2025 Mixture of Experts Provably Detect and Learn the Latent Cluster Structure in Gradient-Based Learning ICML 2025 Mixture of In-Context Prompters for Tabular PFNs ICLR 2025 Mixture of Languages: Improved Multilingual Encoders Through Language Grouping EMNLP 2025 Mixture of Length and Pruning Experts for Knowledge Graphs Reasoning EMNLP 2025 Mixture of Ordered Scoring Experts for Cross-prompt Essay Trait Scoring ACL 2025 Mixture of Parrots: Experts improve memorization more than reasoning ICLR 2025 Mixture-of-Personas Language Models for Population Simulation ACL 2025 Mixture-of-Scores: Robust Image-Text Data Valuation via Three Lines of Code ICCV 2025 ml4xcube: Machine Learning Toolkits for Earth System Data Cubes AAAI 2025 MLC-NC: Long-Tailed Multi-Label Image Classification Through the Lens of Neural Collapse AAAI 2025 ML-GOOD: Towards Multi-Label Graph Out-Of-Distribution Detection AAAI 2025 MLPs Learn In-Context on Regression and Classification Tasks ICLR 2025 MMDEND: Dendrite-Inspired Multi-Branch Multi-Compartment Parallel Spiking Neuron for Sequence Modeling ACL 2025 mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data ACL 2025