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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)

How Can Objects Help Video-Language Understanding? ICCV 2025 How Can We Relate Language Modeling to Morphology? EMNLP 2025 How Contaminated Is Your Benchmark? Measuring Dataset Leakage in Large Language Models with Kernel Divergence ICML 2025 How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code EMNLP 2025 How Does Critical Batch Size Scale in Pre-training? ICLR 2025 How Do I Do That? Synthesizing 3D Hand Motion and Contacts for Everyday Interactions CVPR 2025 How Do Images Align and Complement LiDAR? Towards a Harmonized Multi-modal 3D Panoptic Segmentation ICML 2025 (How) Do Language Models Track State? ICML 2025 How do Multimodal Foundation Models Encode Text and Speech? An Analysis of Cross-Lingual and Cross-Modal Representations NAACL 2025 How do Transformer Embeddings Represent Compositions? A Functional Analysis ACL 2025 How Do Transformers Learn Variable Binding in Symbolic Programs? ICML 2025 How Effective Can Dropout Be in Multiple Instance Learning ? ICML 2025 How efficient is LLM-generated code? A rigorous & high-standard benchmark ICLR 2025 How Expressive are Knowledge Graph Foundation Models? ICML 2025 How Humans and LLMs Organize Conceptual Knowledge: Exploring Subordinate Categories in Italian ACL 2025 How LLMs React to Industrial Spatio-Temporal Data? Assessing Hallucination with a Novel Traffic Incident Benchmark Dataset NAACL 2025 How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings ICLR 2025 How many words does it take to understand a low-resource language? NAACL 2025 How much do contextualized representations encode long-range context? NAACL 2025 How Much is Unseen Depends Chiefly on Information About the Seen ICLR 2025 How Not to Stitch Representations to Measure Similarity: Task Loss Matching Versus Direct Matching AAAI 2025 How Persuasive Is Your Context? EMNLP 2025 How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025 How rotation invariant algorithms are fooled by noise on sparse targets ALT 2025 How to Leverage Digit Embeddings to Represent Numbers? COLING 2025