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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)

LLM-Guided Semantic-Aware Clustering for Topic Modeling ACL 2025 LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025 LLM-Microscope: Uncovering the Hidden Role of Punctuation in Context Memory of Transformers NAACL 2025 LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting ACL 2025 LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025 LLMs as a synthesis between symbolic and distributed approaches to language EMNLP 2025 LLMs Can Compensate for Deficiencies in Visual Representations EMNLP 2025 LLMs Don’t Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations EMNLP 2025 LLMs for Detection and Classification of Persuasion Techniques in Slavic Parliamentary Debates and Social Media Texts ACL 2025 LLMs May Perform MCQA by Selecting the Least Incorrect Option COLING 2025 LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models ICML 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025 LLM-Supported Natural Language to Bash Translation NAACL 2025 LLM-TPF: Multiscale Temporal Periodicity-Semantic Fusion LLMs for Time Series Forecasting IJCAI 2025 Local Dense Logit Relations for Enhanced Knowledge Distillation ICCV 2025 Locality Sensitive Avatars From Video ICLR 2025 Local Scale Equivariance with Latent Deep Equilibrium Canonicalizer ICCV 2025 Local Steps Speed Up Local GD for Heterogeneous Distributed Logistic Regression ICLR 2025 Local Stochastic Sensitivity Analysis For Dynamical Systems AISTATS 2025 LOCORE: Image Re-ranking with Long-Context Sequence Modeling CVPR 2025 LoD: Loss-difference OOD Detection by Intentionally Label-Noisifying Unlabeled Wild Data IJCAI 2025 LoftUp: Learning a Coordinate-Based Feature Upsampler for Vision Foundation Models ICCV 2025 Logical Consistency of Large Language Models in Fact-Checking ICLR 2025 Logical Table-to-Text Generation: Challenges, Methods, and Reasoning IJCNLP 2025 Logic-Logit: A Logic-Based Approach to Choice Modeling ICLR 2025