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 Author-informed NLP: Mind the Social Bias
EMNLP 2025
Towards Automated Error Discovery: A Study in Conversational AI
EMNLP 2025
Towards Automated Knowledge Integration From Human-Interpretable Representations
ICLR 2025
Towards Better Spherical Sliced-Wasserstein Distance Learning with Data-Adaptive Discriminative Projection Direction
AAAI 2025
Towards Black-Box Membership Inference Attack for Diffusion Models
ICML 2025
Towards Bridging Generalization and Expressivity of Graph Neural Networks
ICLR 2025
Towards Calibrated Deep Clustering Network
ICLR 2025
Towards characterizing the value of edge embeddings in Graph Neural Networks
ICML 2025
Towards Continuous Reuse of Graph Models via Holistic Memory Diversification
ICLR 2025
Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey
EMNLP 2025
Towards Database-Free Text-to-SQL Evaluation: A Graph-Based Metric for Functional Correctness
COLING 2025
Towards Debiased Generalized Category Discovery
IJCAI 2025
Towards Domain Adaptive Neural Contextual Bandits
ICLR 2025
Towards Efficient Object Re-Identification with a Novel Cloud-Edge Collaborative Framework
AAAI 2025
Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency
CVPR 2025
Towards Escaping from Class Dependency Modeling for Multi-Dimensional Classification
ICML 2025
Towards Explainable and Unprecedented Accuracy in Matching Challenging Finger Crease Patterns
CVPR 2025
Towards Explainable Hate Speech Detection
ACL 2025
Towards Fairness Assessment of Dutch Hate Speech Detection
ACL 2025
Towards Fairness with Limited Demographics via Disentangled Learning
IJCAI 2025
Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity
NAACL 2025
Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency Partition
CVPR 2025
Towards flexible perception with visual memory
ICML 2025
Towards Generalizable Neural Simulators: Addressing Distribution Shifts Induced by Environmental and Temporal Variations
IJCAI 2025
Towards Generalized Face Anti-Spoofing from a Frequency Shortcut View
WACV 2025