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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)

Nonparametric Modern Hopfield Models ICML 2025 Non-Stationary Predictions May Be More Informative: Exploring Pseudo-Labels with a Two-Phase Pattern of Training Dynamics ICML 2025 No Questions are Stupid, but some are Poorly Posed: Understanding Poorly-Posed Information-Seeking Questions ACL 2025 Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025 Norm of Mean Contextualized Embeddings Determines their Variance COLING 2025 NormXLogit: The Head-on-Top Never Lies EMNLP 2025 No Simple Answer to Data Complexity: An Examination of Instance-Level Complexity Metrics for Classification Tasks NAACL 2025 Not All Features Deserve Attention: Graph-Guided Dependency Learning for Tabular Data Generation with Language Models EMNLP 2025 Not all Hallucinations are Good to Throw Away When it Comes to Legal Abstractive Summarization NAACL 2025 Not All Language Model Features Are One-Dimensionally Linear ICLR 2025 Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification ICLR 2025 Not All Terms Matter: Recall-Oriented Adaptive Learning for PLM-aided Query Expansion in Open-Domain Question Answering ACL 2025 Not Every Metric is Equal: Cognitive Models for Predicting N400 and P600 Components During Reading Comprehension COLING 2025 Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization EMNLP 2025 Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models CVPR 2025 Not Your Typical Government Tipline: LLM-Assisted Routing of Environmental Protection Agency Citizen Tips EMNLP 2025 NovAScore: A New Automated Metric for Evaluating Document Level Novelty COLING 2025 NRGBoost: Energy-Based Generative Boosted Trees ICLR 2025 NSU_MILab at BLP-2025 Task 1: Decoding Bangla Hate Speech: Fine-Grained Type and Target Detection via Transformer Ensembles AACL 2025 NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for Retrieval ICLR 2025 Number Cookbook: Number Understanding of Language Models and How to Improve It ICLR 2025 NUST Nova at RIRAG 2025: A Hybrid Framework for Regulatory Information Retrieval and Question Answering COLING 2025 NUST Omega at RIRAG 2025: Investigating Context-aware Retrieval and Answer Generations-Lessons and Challenges COLING 2025 NUST Titans at SemEval-2025 Task 11: AfroEmo: Multilingual Emotion Detection with Adaptive Afro-XLM-R SemEval 2025 NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models ICLR 2025