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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)

Evidential Uncertainty Probes for Graph Neural Networks AISTATS 2025 Evolutionary Classifier Chain for Multi-Dimensional Classification AAAI 2025 Evolutionary Large Language Model for Automated Feature Transformation AAAI 2025 EVPGS: Enhanced View Prior Guidance for Splatting-based Extrapolated View Synthesis CVPR 2025 EvSTVSR: Event Guided Space-Time Video Super-Resolution AAAI 2025 EWoRA: Expert Weighted Low-Rank Adaptation for Heterogeneous Data IJCNLP 2025 Exact Algorithms for Multiagent Path Finding with Communication Constraints on Tree-Like Structures AAAI 2025 Exact Community Recovery under Side Information: Optimality of Spectral Algorithms ICLR 2025 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks ICLR 2025 Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examples EMNLP 2025 ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language AAAI 2025 ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation EMNLP 2025 EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation ACL 2025 ExLM: Rethinking the Impact of $\texttt[MASK]$ Tokens in Masked Language Models ICML 2025 Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query Expansion ACL 2025 Expanding the Category of Classifiers with LLM Supervision IJCAI 2025 Expanding the Scope of Negatives: Boosting Image-Text Matching with Negatives Distribution Guided Learning AAAI 2025 Expanding the UNSC Conflicts Corpus by Incorporating Domain Expert Annotations and LLM Experiments ACL 2025 ExpandR: Teaching Dense Retrievers Beyond Queries with LLM Guidance EMNLP 2025 Expectation Preference Optimization: Reliable Preference Estimation for Improving the Reasoning Capability of Large Language Models EMNLP 2025 Experiential Semantic Information and Brain Alignment: Are Multimodal Models Better than Language Models? CoNLL 2025 ExPERT: Modeling Human Behavior Under External Stimuli Aware Personalized MTPP AAAI 2025 Explainability for NLP in Pharmacovigilance: A Study on Adverse Event Report Triage in Swedish NAACL 2025 Explainable Automatic Fact-Checking for Journalists Augmentation in the Wild IJCAI 2025 Explainable Concept Generation through Vision-Language Preference Learning for Understanding Neural Networks’ Internal Representations ICML 2025