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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)

Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning ACL 2025 Unravelling Causal Genetic Biomarkers of Alzheimer’s Disease via Neuron to Gene-token Backtracking in Neural Architecture: A Groundbreaking Reverse-Gene-Finder Approach AAAI 2025 Unsupervised Anomaly Detection for Tabular Data Using Deep Noise Evaluation AAAI 2025 Unsupervised Automatic Short Answer Grading and Essay Scoring: A Weakly Supervised Explainable Approach ACL 2025 Unsupervised Concept Vector Extraction for Bias Control in LLMs EMNLP 2025 Unsupervised Degradation Representation Aware Transform for Real-World Blind Image Super-Resolution AAAI 2025 Unsupervised Disentanglement of Content and Style via Variance-Invariance Constraints ICLR 2025 Unsupervised Domain Adaptive Person Search via Dual Self-Calibration AAAI 2025 Unsupervised Feature Transformation via In-context Generation, Generator-critic LLM Agents, and Duet-play Teaming IJCAI 2025 Unsupervised Hallucination Detection by Inspecting Reasoning Processes EMNLP 2025 Unsupervised Identification of Protein Compositions and Conformations via Implicit Content-Transformation Disentanglement ICCV 2025 Unsupervised Kernel-based Multi-view Feature Selection with Robust Self-representation and Binary Hashing AAAI 2025 Unsupervised Learning for Class Distribution Mismatch ICML 2025 Unsupervised Model Tree Heritage Recovery ICLR 2025 Unsupervised Multiple Kernel Learning for Graphs via Ordinality Preservation ICLR 2025 Unsupervised Self-Prior Embedding Neural Representation for Iterative Sparse-View CT Reconstruction AAAI 2025 Unsupervised Sentence Readability Estimation Based on Parallel Corpora for Text Simplification ACL 2025 Unsupervised Sentence Representation Learning with Syntactically Aligned Negative Samples NAACL 2025 Unveiling Differences in Generative Models: A Scalable Differential Clustering Approach CVPR 2025 Unveiling Dual Quality in Product Reviews: An NLP-Based Approach ACL 2025 Unveiling Empathic Triggers in Online Interactions via Empathy Cause Identification IJCNLP 2025 Unveiling Language Competence Neurons: A Psycholinguistic Approach to Model Interpretability COLING 2025 Unveiling Multi-View Anomaly Detection: Intra-view Decoupling and Inter-view Fusion AAAI 2025 UoL-UPF at TSAR 2025 Shared Task A Generate-and-Select Approach for Readability-Controlled Text Simplification EMNLP 2025 UOREX: Towards Uncertainty-Aware Open Relation Extraction NAACL 2025