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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)

Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation AAAI 2025 TartanTritons at SemEval-2025 Task 10: Multilingual Hierarchical Entity Classification and Narrative Reasoning using Instruct-Tuned LLMs SemEval 2025 Task-Agnostic Guided Feature Expansion for Class-Incremental Learning CVPR 2025 Task-Aware Clustering for Prompting Vision-Language Models CVPR 2025 Task-Aware Evaluation and Error-Overlap Analysis for Large Language Models AACL 2025 Task Descriptors Help Transformers Learn Linear Models In-Context ICLR 2025 Task Facet Learning: A Structured Approach To Prompt Optimization ACL 2025 Task Generalization with Autoregressive Compositional Structure: Can Learning from D Tasks Generalize to D^T Tasks? ICML 2025 TaxaBind: A Unified Embedding Space for Ecological Applications WACV 2025 TaxoAlign: Scholarly Taxonomy Generation Using Language Models EMNLP 2025 Taxonomy-Aware Evaluation of Vision-Language Models CVPR 2025 TB-HSU: Hierarchical 3D Scene Understanding with Contextual Affordances AAAI 2025 TCDM: A Temporal Correlation-Empowered Diffusion Model for Time Series Forecasting IJCAI 2025 TDDBench: A Benchmark for Training data detection ICLR 2025 Teacher-guided Edge Discriminator for Personalized Graph Masked Autoencoder AAAI 2025 Teaching by Failure: Counter-Example–Driven Curricula for Transformer Self-Improvement IJCNLP 2025 Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution CVPR 2025 Teaching Transformers Causal Reasoning through Axiomatic Training ICML 2025 Team A at SemEval-2025 Task 11: Breaking Language Barriers in Emotion Detection with Multilingual Models SemEval 2025 Team_Catalysts@DravidianLangTech 2025: Leveraging Political Sentiment Analysis using Machine Learning Techniques for Classifying Tamil Tweets NAACL 2025 TeamHateMate at BLP Task1: Divide and Conquer: A Two-Stage Cascaded Framework with K-Fold Ensembling for Multi-Label Bangla Hate Speech Classification AACL 2025 Team Horizon at BHASHA Task 2: Fine-tuning Multilingual Transformers for Indic Word Grouping AACL 2025 Team INSAntive at SemEval-2025 Task 10: Hierarchical Text Classification using BERT SemEval 2025 Team INSAntive at SlavicNLP-2025 Shared Task: Data Augmentation and Enhancement via Explanations for Persuasion Technique Classification ACL 2025 Team KiAmSo at SemEval-2025 Task 11: A Comparison of Classification Models for Multi-label Emotion Detection SemEval 2025