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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)

To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers ICML 2025 TokAlign: Efficient Vocabulary Adaptation via Token Alignment ACL 2025 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning ICML 2025 Token-based Decision Criteria Are Suboptimal in In-context Learning NAACL 2025 TokenBinder: Text-Video Retrieval with One-to-Many Alignment Paradigm WACV 2025 Token Cleaning: Fine-Grained Data Selection for LLM Supervised Fine-Tuning ICML 2025 Token Coordinated Prompt Attention is Needed for Visual Prompting ICML 2025 TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation CVPR 2025 Tokenization and Representation Biases in Multilingual Models on Dialectal NLP Tasks EMNLP 2025 Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity Representation AAAI 2025 Tokenization is Sensitive to Language Variation ACL 2025 Token Knowledge: A New Perspective For Knowledge in Large Language Models EMNLP 2025 Token-Level Accept or Reject: A Micro Alignment Approach for Large Language Models IJCAI 2025 Token-Level Metrics for Detecting Incorrect Gold Annotations in Named Entity Recognition EMNLP 2025 Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification AAAI 2025 Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs ACL 2025 TokenSmith: Streamlining Data Editing, Search, and Inspection for Large-Scale Language Model Training and Interpretability EMNLP 2025 To Label or Not to Label: PALM - A Predictive Model for Evaluating Sample Efficiency in Active Learning Models ICCV 2025 Tomato, Tomahto, Tomate: Do Multilingual Language Models Understand Based on Subword-Level Semantic Concepts? NAACL 2025 Tooka-SBERT: Lightweight Sentence Embedding models for Persian IJCNLP 2025 ToolExpNet: Optimizing Multi-Tool Selection in LLMs with Similarity and Dependency-Aware Experience Networks ACL 2025 Top2Pano: Learning to Generate Indoor Panoramas from Top-Down View ICCV 2025 Topic Coverage-based Demonstration Retrieval for In-Context Learning EMNLP 2025 TopicGeo: An Efficient Unified Framework for Geolocation ICCV 2025 Topic Modeling for Short Texts via Optimal Transport-Based Clustering ACL 2025