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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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Papers (including subtopics)

Clustered Invariant Risk Minimization AISTATS 2025 Cluster-guided Contrastive Class-imbalanced Graph Classification AAAI 2025 Clustering by Mining Density Distributions and Splitting Manifold Structure AAAI 2025 Clustering Context in Off-Policy Evaluation AISTATS 2025 Clustering LLM-based Word Embeddings to Determine Topics from Bangla Articles AACL 2025 Clustering via Self-Supervised Diffusion ICML 2025 Clustering with bandit feedback: breaking down the computation/information gap ALT 2025 Clustering Zero-Shot Uncertainty Estimations to Assess LLM Response Accuracy for Yes/No Q&A ACL 2025 ClusterSC: Advancing Synthetic Control with Donor Selection AISTATS 2025 ClusterUCB: Efficient Gradient-Based Data Selection for Targeted Fine-Tuning of LLMs EMNLP 2025 “Clutch or Cry” Team at TRACS @ WASP2025: A Hybrid Stacking Ensemble for Astrophysical Document Classification AACL 2025 CMBan: Cartoon-Driven Meme Contextual Classification Dataset for Bangla IJCNLP 2025 CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations ICML 2025 CNC: Cross-modal Normality Constraint for Unsupervised Multi-class Anomaly Detection AAAI 2025 COAS2W: A Chinese Older-Adults Spoken-to-Written Transformation Corpus with Context Awareness EMNLP 2025 CODA: Repurposing Continuous VAEs for Discrete Tokenization ICCV 2025 CodeComplex: Dataset for Worst-Case Time Complexity Prediction EMNLP 2025 codecrackers@DravidianLangTech 2025: Sentiment Classification in Tamil and Tulu Code-Mixed Social Media Text Using Machine Learning NAACL 2025 Code-Generated Graph Representations Using Multiple LLM Agents for Material Properties Prediction ICML 2025 Code-switching in Context: Investigating the Role of Discourse Topic in Bilingual Speech Production EMNLP 2025 Code-switching Mediated Sentence-level Semantic Learning AAAI 2025 CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings ACL 2025 CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation EMNLP 2025 Co-Evolving LLMs and Embedding Models via Density-Guided Preference Optimization for Text Clustering EMNLP 2025 CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation IJCAI 2025