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)
Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models
ICML 2025
Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression
ICLR 2025
Towards Semantic Equivalence of Tokenization in Multimodal LLM
ICLR 2025
Towards Smart Point-and-Shoot Photography
CVPR 2025
Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory
CVPR 2025
Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings
ACL 2025
Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation
ICLR 2025
Towards Text-Image Interleaved Retrieval
ACL 2025
Towards Transferable Personality Representation Learning based on Triplet Comparisons and Its Applications
EMNLP 2025
Towards Trustable SHAP Scores
AAAI 2025
Towards Uncertainty Unification: A Case Study for Preference Learning
RSS 2025
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons
COLING 2025
Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning
ICLR 2025
Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It
ICLR 2025
Towards Unified Native Spaces in Kernel Methods
JMLR 2025
Towards Universal Offline Black-Box Optimization via Learning Language Model Embeddings
ICML 2025
Towards Utilising a Range of Neural Activations for Comprehending Representational Associations
WACV 2025
Towards Visual Localization Interoperability: Cross-Feature for Collaborative Visual Localization and Mapping
ICCV 2025
Toward the Automatic Detection of Word Meaning Negotiation Indicators in Conversation
EMNLP 2025
TPCH: Tensor-interacted Projection and Cooperative Hashing for Multi-view Clustering
AAAI 2025
TPD-STR: Text Polygon Detection with Split Transformers
WACV 2025
TraceGrad: a Framework Learning Expressive SO(3)-equivariant Non-linear Representations for Electronic-Structure Hamiltonian Prediction
ICML 2025
Trace: Structural Riemannian Bridge Matching for Transferable Source Localization in Information Propagation
IJCAI 2025
TRACE: Training and Inference-Time Interpretability Analysis for Language Models
EMNLP 2025
TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs
AAAI 2025