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
21
30
55
40
51
225
219
249
257
357
364
480
942
818
966
1,394
2,092
3,114
4,415
4,853
5,064
5,371
5,992
6,412
5,823
1,475
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
LionGuard: A Contextualized Moderation Classifier to Tackle Localized Unsafe Content
COLING 2025
LiON: Learning Point-Wise Abstaining Penalty for LiDAR Outlier DetectioN Using Diverse Synthetic Data
AAAI 2025
LIPIDS: Learning-Based Illumination Planning in Discretized (Light) Space for Photometric Stereo
WACV 2025
LiPO: Listwise Preference Optimization through Learning-to-Rank
NAACL 2025
Literature-Grounded Novelty Assessment of Scientific Ideas
ACL 2025
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference
EMNLP 2025
Little Giants: Synthesizing High-Quality Embedding Data at Scale
NAACL 2025
Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs
ACL 2025
LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing
ACL 2025
LLaVA-ReID: Selective Multi-image Questioner for Interactive Person Re-Identification
ICML 2025
LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs
ICCV 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning
EMNLP 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions
AAAI 2025
LLM-Assisted Semantic Guidance for Sparsely Annotated Remote Sensing Object Detection
ICCV 2025
LLM-Based Multi-Agent Systems are Scalable Graph Generative Models
ACL 2025
LLM-based Online Prediction of Time-varying Graph Signals (Student Abstract)
AAAI 2025
LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis
ACL 2025
LLM-C3MOD: A Human-LLM Collaborative System for Cross-Cultural Hate Speech Moderation
NAACL 2025
LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation
AAAI 2025
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection
ACL 2025
LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching
ICCV 2025
LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification
ICML 2025
LLM Evaluate: An Industry-Focused Evaluation Tool for Large Language Models
COLING 2025
LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation
ACL 2025
LLM-Guided Lifecycle-Aware Clustering of Multi-Turn Customer Support Conversations
IJCNLP 2025