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)
Beyond Demonstrations: Dynamic Vector Construction from Latent Representations
EMNLP 2025
Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data
AAAI 2025
Beyond Film Subtitles: Is YouTube the Best Approximation of Spoken Vocabulary?
COLING 2025
BeyondGender: A Multifaceted Bilingual Dataset for Practical Sexism Detection
AAAI 2025
Beyond Generation: A Diffusion-based Low-level Feature Extractor for Detecting AI-generated Images
CVPR 2025
Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs
AAAI 2025
Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing
AAAI 2025
Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders
EMNLP 2025
Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models
ACL 2025
Beyond Isolated Words: Diffusion Brush for Handwritten Text-Line Generation
ICCV 2025
Beyond Linear Digital Reading: An LLM-Powered Concept Mapping Approach for Reducing Cognitive Load
ACL 2025
Beyond Literal Token Overlap: Token Alignability for Multilinguality
NAACL 2025
Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation
ACL 2025
Beyond Losses Reweighting: Empowering Multi-Task Learning via the Generalization Perspective
ICCV 2025
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation
ICML 2025
Beyond Message Passing: Neural Graph Pattern Machine
ICML 2025
Beyond Negative Stereotypes – Non-Negative Abusive Utterances about Identity Groups and Their Semantic Variants
ACL 2025
Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation
ACL 2025
Beyond Pixel and Object: Part Feature as Reference for Few-Shot Video Object Segmentation
AAAI 2025
Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms
ACL 2025
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering
ACL 2025
Beyond Sequences: Two-dimensional Representation and Dependency Encoding for Code Generation
ACL 2025
Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge
CVPR 2025
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection
ACL 2025
Beyond Single Emotion: Multi-label Approach to Conversational Emotion Recognition
AAAI 2025